{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": ""
    }
   },
   "source": [
    "# 示例：涡扇发动机-端到端-剩余使用寿命预测\n",
    "- 数据集：C-MAPSS\n",
    "- 模型：CNN\n",
    "- 输入：滑动窗口样本（窗口大小：15、步长：1）\n",
    "- 输出（RUL）：分段线性RUL\n",
    "- 损失函数：均方误差\n",
    "- 优化算法：随机梯度下降"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch import nn\n",
    "\n",
    "from fastphm.data import Dataset, TurbofanRulLabeler\n",
    "from fastphm.data.loader.turbofan.CMAPSSLoader import CMAPSSLoader\n",
    "from fastphm.metric.Evaluator import Evaluator\n",
    "from fastphm.metric.end2end.MSE import MSE\n",
    "from fastphm.metric.end2end.MAE import MAE\n",
    "from fastphm.metric.end2end.PHM2008Score import PHM2008Score\n",
    "from fastphm.metric.end2end.PHM2012Score import PHM2012Score\n",
    "from fastphm.metric.end2end.PercentError import PercentError\n",
    "from fastphm.metric.end2end.RMSE import RMSE\n",
    "from fastphm.model.pytorch.base.BaseTester import BaseTester\n",
    "from fastphm.model.pytorch.base.BaseTrainer import BaseTrainer\n",
    "from fastphm.model.pytorch.callback.CheckGradientsCallback import CheckGradientsCallback\n",
    "from fastphm.model.pytorch.callback.EarlyStoppingCallback import EarlyStoppingCallback\n",
    "from fastphm.model.pytorch.callback.TensorBoardCallback import TensorBoardCallback\n",
    "from fastphm.util.Plotter import Plotter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 定义：提出的模型（仅供示例）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "class ProposedModel(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(ProposedModel, self).__init__()\n",
    "        self.conv1 = nn.Conv2d(in_channels=1, out_channels=8, kernel_size=(1, 3), padding=(0, 1), bias=False)\n",
    "        self.conv1_1 = nn.Conv2d(in_channels=1, out_channels=8, kernel_size=1, bias=False)\n",
    "        self.conv2 = nn.Conv2d(in_channels=8, out_channels=16, kernel_size=(1, 3), padding=(0, 1), bias=False)\n",
    "        self.conv2_1 = nn.Conv2d(in_channels=8, out_channels=16, kernel_size=1, bias=False)\n",
    "        self.conv3 = nn.Conv2d(in_channels=16, out_channels=16, kernel_size=(1, 3), padding=(0, 1), bias=False)\n",
    "        self.pool = nn.AvgPool2d(kernel_size=(1, 2), stride=2)\n",
    "        self.flatten = nn.Flatten()\n",
    "        self.fc1 = nn.Linear(64, 16)\n",
    "        self.fc2 = nn.Linear(16, 1)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = x.unsqueeze(1)  # 增加通道维度，x的形状(批量，通道，传感器，时间)\n",
    "        shortcut1 = x\n",
    "        shortcut1 = self.conv1_1(shortcut1)\n",
    "        x = self.conv1(x)\n",
    "        x = torch.relu(x)\n",
    "        x = x + shortcut1\n",
    "        x = self.pool(x)\n",
    "        shortcut2 = x\n",
    "        shortcut2 = self.conv2_1(shortcut2)\n",
    "        x = self.conv2(x)\n",
    "        x = torch.relu(x)\n",
    "        x = x + shortcut2\n",
    "        x = self.pool(x)\n",
    "        shortcut3 = x\n",
    "        x = self.conv3(x)\n",
    "        x = torch.relu(x)\n",
    "        x = x + shortcut3\n",
    "        x = self.pool(x)\n",
    "        x = self.flatten(x)\n",
    "        x = self.fc1(x)\n",
    "        x = torch.relu(x)\n",
    "        x = self.fc2(x)\n",
    "        x = 125 * torch.sigmoid(x)\n",
    "        return x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 定义：必要组件\n",
    "- 数据加载器，获取原始数据\n",
    "- 标签器，用于生成训练数据和测试数据\n",
    "- 需要去掉的恒定特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[DEBUG   14:43:13]  \n",
      "[DataLoader]  Root directory: D:\\data\\dataset\\CMAPSSData\n",
      "\t✓ FD001_RUL, location: D:\\data\\dataset\\CMAPSSData\\RUL_FD001.txt\n",
      "\t✓ FD002_RUL, location: D:\\data\\dataset\\CMAPSSData\\RUL_FD002.txt\n",
      "\t✓ FD003_RUL, location: D:\\data\\dataset\\CMAPSSData\\RUL_FD003.txt\n",
      "\t✓ FD004_RUL, location: D:\\data\\dataset\\CMAPSSData\\RUL_FD004.txt\n",
      "\t✓ FD001_test, location: D:\\data\\dataset\\CMAPSSData\\test_FD001.txt\n",
      "\t✓ FD002_test, location: D:\\data\\dataset\\CMAPSSData\\test_FD002.txt\n",
      "\t✓ FD003_test, location: D:\\data\\dataset\\CMAPSSData\\test_FD003.txt\n",
      "\t✓ FD004_test, location: D:\\data\\dataset\\CMAPSSData\\test_FD004.txt\n",
      "\t✓ FD001_train, location: D:\\data\\dataset\\CMAPSSData\\train_FD001.txt\n",
      "\t✓ FD002_train, location: D:\\data\\dataset\\CMAPSSData\\train_FD002.txt\n",
      "\t✓ FD003_train, location: D:\\data\\dataset\\CMAPSSData\\train_FD003.txt\n",
      "\t✓ FD004_train, location: D:\\data\\dataset\\CMAPSSData\\train_FD004.txt\n"
     ]
    }
   ],
   "source": [
    "data_loader = CMAPSSLoader('D:\\\\data\\\\dataset\\\\CMAPSSData')\n",
    "columns_to_drop = [0, 1, 2, 3, 4, 8, 9, 13, 19, 21, 22]\n",
    "feature_size = 14\n",
    "Plotter.DPI = 80"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 出图：涡扇发动机（原始数据）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    14:43:13]  [DataLoader]  -> Loading data entity: FD001_train_1\n",
      "[INFO    14:43:13]  [DataLoader]  ✓ Successfully loaded: FD001_train_1\n"
     ]
    },
    {
     "data": {
      "image/png": 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hhBB77dixg0AgcFjzOGoSSps2bao1MyGEEGKvQ+3TqCZyy0sIIURESEIRQggREUfNLS8hxJHBsqxm2TBoc6dp2iE30HmoJKEIIVqEgoICduzYcdAGRcWBGYZBmzZtSEpKapD5S0IRQjR7BQUFbN++nU6dOhEVFXVIrRgLm1KK8vJypx+ZhkgqklCEEM3ejh076NSpE7GxsU0dSosWGxtLp06d2Lx5c4MkFHkoHyENeU9XWRZmONxg8z9USilCgXJCgbr1fdJQMch99KODZVmYplnnJulF7aKiojBNE8uyIj5vqaEcxIr/vM/qr/6L4XZTXlJCWWEBLo8H0zQJlJbgjY7GsiyKd+4kqUNH2qR1IVBWir+4iGBZGZquoxuG87+uG2i6RtDvJxwK4fJ4CJX7CZWX442JBaUIBQPEJCbhifIRLPeza+MGzFCINmnpxCQmYZkmhdu2oOsG0QmJ6IYOaKBpaBUvy7Io2LyJ0sLdRMXGEZ2QSFRsbMXydXRdR9N1yktLKdy6GcuynGGapmG4XHh80QTL/ZQWFmCFTbzR0cS3acue7dsoL7G7UHV5vMQmJxOb3AplKYJlpeguF7rLhYZGScEue92iYwgFA5jhMDEJicQkJeOJ8lFasJtQoLzGsrdMk1AwgGG4cEdF4fZG4a44qWzLXUc4GCC+VRs0Xbcf1JomlmWi6ToxCUmEggH8RXtwe6PwRkfj8UXjjY6hvLSEnRvWExUbR3zrNnijYwgHA4TKy3FHRaHpOuFgkHAwUPF/lb9DQXyx8UQnJBIOBtENHd3lpmT3LsLBAIbbjcvtweXxYLjddnnus23QqDbM+R8wwyHK9uzBMsNoumFvE02z51O53TTdea/pGlbYJBwKYoZCWKaJUvZDa2XZCdcXF4cnymefRMIh50RiL1Or+Bs0wyAmIQlvdAxmOESgtAR/STHlJcW4vVFExcQSCgYI+u39NVhehsvjJal9R2ffCoeChAIBwoEA4WAA3eXGExVFsNyP4faQ0LYdLreboN9P0a4dGC77FFS4ZTMA3pjYvcdBuR/NMHBFRdH9zFHs2bbFPpYqyktZytl3DI8HKi4wNF1HWZa9/ppmr1tFOVumiWWaVbaFhqbpdjFYCnTN/tOyQNkF43K5QLeX52wLDYLl5VjhMIbbUy0uyzKxwqZz3NszcsKz31f+rVGxPe3toCxlx16xDSv3C8s07bJweyrW3bKH6RXbUCl0lwvD7SYqNq7Wh++V82yIC7KjpnHIlJSUev2w8fNXXuC7997CDIXwxsQQm5hEOBRCNwy8MbGE/GUoIDYpmZ35eZQU7MZwu/HFJ+D1RVcc2GbFjmxhWSbKsvBE+TDcbsxQCLfXi8vrJVBaiqbrGG43ZYUFhAIB3F4vSR064fJ62Z67jvLSEjQ0Etq1RymFv2hPxdW6fQDYO6Ide2LbdsS1boO/pBh/0R7KS0srTrpWxQFn4vZFk9S+Ay63B8vaG58ZDhPy+3F7vcQkJWO43fiLiynavpX4Nu1IaGd3K+sv2kPJ7l2U7N6FZhh2gjUt58RVmTiCZaW4oqIwDBelhQWUFu4mWF5OTGISXl+0U95Vd0ZN03B7vXZiKS8nWO4nFAigTJM26V3w+KIp3rUTsLuX1SoSthUOUVJYgNsbRXRCAuFAgEBZGUF/GQF/GS6Phzad0wmUlVK8ayehQDmGy4U7ykeo3I9SCpfHg8vjtf937/3bcLvxF+2hrGiPHZtlYYZCFesZRTgYwgzZiSccCqEsC6rUppRl2euolD2cyhO/Qin7oWl0QiKGy4VSqsq2sk8y1d/b4w3DwHDbsRkuV8WJzT5JKaXwFxcRKrfXUXe5nJONHVJFbAosM0zZnj32vgS43B6i4uPxxcQSDJQTKCnBFRWFJ8qHJyoKj89H0O+ncOsWAv4ylGXZZeWtKDePBzMUJlTux+3zEQoEKC8ucrZvdEKinQAti8T2HdEN+wInUFpib/uoKCzTQqHIumQinTt2RKf6idDl8QJ2IrZPlHZ5Vl4YKSrKWdkrrOk6usvlbBOlLLBURe7QKspCoRkGWsWyrAN8CUDTdQyXGzNcsZ2r0A3jgJ+rC023t2Hlca27XFjhcJ2SQLsuXSsSWc1M02T16tVkZGRU62myvufIqqSGchBDLrmMIZdcVqdplVKEgwFcHq88NKwDyzLR9cbtOrXywK96wNlXerpsM+yyqKxZuNzuOn/OOREf5GupofJyTDPs1OLqovIE2DatC4ZhOLc7NTjo8iLBskxQexOOUhYDBh6HpmkEg0FWrVpF3759AcjIyOD222/nuuuuY/v27bhcLrKzs3ns0UfxRe+9cNI0jVmzZnHHHXfwv2+/JTMz0x5eWSOtYV9UStlJBTvh6LrhlLtd+wpjhsONUiYHIgklguwrarnPW1eNnUyg5hOQLv2BO3TDwFOlxlhXlbePDsYdFUXd09SBl9WYyb/qfmov1WD58uUA5OXlkZWVRU5OjjPNmjVrePTRR+nXrx+maTJu3Dju/8tfmD17tjPNN998w7Jly0hLS0M3DOfWX200TcPYJ8lXLQddt2vTTUkSihCixbny+WWs31XWIPNOaxXNMxOy6/357t27O38bhkF2djY//vijM6ysrIxrr72WN954g6FDhx5WrM2NfMtLCCEaSGlpKc888wyjRo1yht18881cc801dO7cuQkjaxhSQxFCtDiHU4NoLMFgkLFjxzJixAjOP/98AD766CPWr1/Po48+2sTRNQypoQghRISFQiHGjh1Lhw4d+Nvf/uYM/+STT/juu+9IT08nPT2djRs3cvbZZ/Pvf/+7CaONHEkoQggRQeFwmEsuuYTk5GSefvrpag/O77nnHjZt2kReXh55eXmkpKTw7rvvcu655zZhxJEjCUUIISJowYIFLFy4kG+//Zb+/fuTlZXF1KlTmzqsRiHPUIQQop7S09MpLCysNmz8+PGMHz++Tp/Py8uLfFBNSGooQgghIkISihBCiIiQhCKEECIiJKEIIYSICEkoQgghIkISihBCiIiQhCKEEIcoKyuLrKwsevfujWEYzvuxY8eSm5vLwIEDycrKok+fPowZM4aCggLns2+//TY9e/ake/fuXHDBBRQVFdWypJZFOtgSQjRrB+oQqjmobL6+6m9RAoEAlmXh8/kA+P3vfw/A3/72N0pKSujatStLly6lZ8+eXHvttfh8Pv7yl780WszSwZYQQlT10iVQkNsw807qAuNeqffHvV6v87dpmpSWlhIbGwvAe++9R//+/enZsycAv/vd7xgxYkSjJpSGJAnlIF7bupuPdhXR3uPGq2tYgKkUlgILhY6GroFL0zA0DR0wNA1Dg6Cl+NUfIKwUrd0uWntcGJpGQShMnMvAq+lsCgQpM+1eBGNdBvGGTkzFVYOJvRxT2V2Umko5y1eq+vhYl0Ert4tS06QgZFIUNungddMpykNx2H4fsBRtPC4Kwya5ZQES3QaJLheaBsUV432Gjk/X0DWN7cEQOhrJboNktx17cdjE0DS8uoZb03BX9IVdFDYpDJuUmxbtvG40YFcojAa4NR23ruGq6Eu93LLwmxZBpXBpGh5Nw6NrRBs6CigJW2gauCvK0aVpzstvWZSaFrGGjqWgMBwGqk+jaRCyFEGlsJQi1jDQNAhYCo+mEVaKXaEwpt2FOEbFNtQAvWKZOvZ8KrenDoQVlJomUYZOfMU8q6qprn+g6r9eZb0Ayi2LgGX3Qtja48JUioClSHQZBJVieyBEuaXw6BptPS5KTYsS00KviLmyd3i9IvbK/yvnXbl/FYdN/JZFB4+bUtOiIBwmLcpLotvAb1psCYQoMU28uo5X19DQKDZNYg2dZLcLv2mXv79inlXLad84NCcOe1xN5RTj0vFoGnvCJnEug/YeN0GlKDNNyi2FoUHYNOkdNtkWDGPoFroG8crCqOxDfp+y3vd95bDabsVUHW8pRUko7MSqUBhVtpVVcTxaQGHI7kGx8n8dnJ4ch58wmA35+Rzbty8vLXyTglCYVbl5dOycSknYRNegdUpntmzZQlEggNvlwlR2LFpF+VXGFbQs9CoxqIpojYryr1y2XrGvNlXvow2eUN59911mzJiBZVmEw2FuuukmJkyYwPbt27n88stZt24dXq+Xxx9/nJNPPhmg3uMaws8lft7aXnhY8zjYziyEODAvir8n6ngDIafHzc3n/qNhF+oP1mmyzeUhLGB9DdPP/+xLQsEg9950Aw8+/gSTrp9OQShMUdhkXVnAXkzF/2tKA7hc9e+Dvqo+cT6a6sZggyYUpRSXXnopS5YsoV+/fuTl5dGzZ08uuOACbr31VgYPHsz777/PsmXLOP/888nNzcXtdtd7XEOY1a0TfzymA9uDYYIVV0waFVetGk4NwQLCSmEq+wrGVPZVTZrPi0fTKAiH2REMYypFktvl1Ag6RbmJNQwU9tVvUdik1LScq+XKq47Kq+Z9l195hVJqWuwMhokxdJLcLuJcOhvKg2wP2LWhBJeBR9fYHggR4zLo6vNSZJoUh00UEGPoROk65ZZFmWlhKWjrcaGwaxq7QyaWUsS4dJSCkFIELfulUCS4DOJdBlG6ztZgCIDWbnv3CilFWClCFTUruxZk11rMKvMpsyxURW1Lq/I5U9k1jrCya1DRuk6JaaJrGkku+9AJK0VY2f9bKDyajke3r/BKTAuFIkrXnW3Yyu3CrVWpcWJvS8Xe2mfltlQV43QNog0df0XtYF8HuyasetFoVZRh2LIvNaIMu0ZgKdgZDOPW7VpbQSiMS9No73Xjq9g+24NhYg2dOJeBqojVjt3+2x62N/aoipNwcdgk1mXg0zW2BELEGDoJbhfr/QFKTQtPxXISKmpF5ZaFUntrNrtDYaIratA+3e6Gt3IZB4pDVcRh7lM+lRdZJWGLoLKIdxkUhU22BcJEGRo+3d5HTBQupYjfuomu0V40Q3fmay9XOX/rFX2+h5RyruaNyuMSu8ars/ezlXFU3gEwnKt/e772NtOcacJK2bWGilqXBmhRbnQgzeepmK7KvDXQfB6mTJ7E9Vdfzew/3kqfY7qQs3QJHaPcWArW5G6iXYcOpMT4KmLYu384cWjg0XQU9j5etRwrY68sT1Oppv2mlWpAlmWp5ORktXTpUqWUUsuXL1cdO3ZUgUBAxcTEqC1btjjTZmdnq48++kgppeo9rjadOnWKyDoJIRpXOBxWP//8swqHw00dyn5yc3NVQkJCtWF5eXmqtLRUKaWUaZpq+vTpaty4cUoppYqKilSbNm3UL7/8opRSaurUqeqGG25o1JgPVJ6ROEc2aA1F0zQWLFjABRdcQExMDAUFBSxcuJDi4mJCoRDt27d3pk1PTyc/P59du3bVa9y+5s6dy9y5c533JSUlDbSWQgix14oVK7j99tsBsCyLAQMG8PDDDwMQFxfHM888w+jRowmHw/Tp04fnn3++KcONqAZNKOFwmLvuuouFCxdy8skns2zZMs477zxycnIacrEATJ8+nenTpzvvU1JSGnyZQoijS03N15977rm1dph13nnncd555zVwZE2jQW+35eTksHnzZueheXZ2NikpKaxYsQKXy8XWrVudafPy8khNTaVVq1b1GieEEKJpNWhC6dzZ/krcL7/8AsDatWtZt24dPXr0YMyYMTz55JMALFu2jE2bNjFs2DCAeo8TQgjRdBr0lle7du14+umnufjii9F1HcuyePTRR0lNTeW+++7jsssuo3v37ng8HubPn+98U6u+44QQQjQdaXpFCNGsNeemV1qihmx6RRqHFEIIERGSUIQQQkSEJBQhhBARIQlFCCEOUW39oeTl5VUblpWVxbp165zPHsn9oUhrw0IIcYgqf5xd2R9K1R9r5+XlERcXV+MPuEtKSpg8eXK1/lDuvPNOab5eCCGaynX/uY4NxRsaZN6d4zrzyGmPNMi8j/T+UOSWlxBCRFhpaSnZ2dkMGDCAO+64A9O0m6bPz88nLS3NmS49PZ0tW7YQrujXp6WTGooQosVpqBpEJHTo0IFNmzbRtm1bdu/ezdixY/nrX//KzTff3NShNTipoQghRAR5vV7atm0LQHJyMldccQWfffYZAKmpqaxfv96ZNi8vjw4dOuByHRnX9pJQhBAigrZv304oZHcyFwgEWLhwIf379wdg5MiRfPfdd6xcuRKAxx9/nEsuuaTJYo20IyMtCiFEM/H5558zc+ZMDMMgHA5z6qmnOv2jHOn9oUhbXkKIZk3a8oosactLCCFEsycJRQghRERIQhFCCBERklCEEEJEhCQUIYQQESEJRQghRERIQhFCiHpIT0+nR48eTjP2jz32GLm5uQwcOJCsrCz69OnDmDFjKCgocD5zJDddD5JQhBCi3hYsWEBOTg7vvfcet912G0VFRXz++efk5OTw448/0rFjR2bPng3sbbp+0aJFrFmzho4dO3LnnXc27QpEmCQUIYQ4TGlpafTo0YM1a9bg8/kA+weEpaWlaJoG1Nx0/csvv9xkMTcEaXpFCNHibLjmdwQ35DfIvD2dU+n8xOOH9JkffviBlStXkpmZSTAY5Pjjj2f9+vX069ePt956C6i96XppHFIIIY5yY8eOJSsri6uuuornnnuO7t274/F4yMnJYdu2bfTs2ZOnnnqqqcNsNEdGWhRCHFUOtQbRUBYsWEBWVlaN4zweD5MmTeK3v/0tN998M6mpqXz00UfO+COt6XqQGooQQkTM+vXrKSsrA8CyLF577TX69esHHPlN14PUUIQQImJWrFjhNFVvWRYDBgzg4YcfBo78putBmq8XQjRz0nx9ZEnz9UIIIZo9SShCCCEiQhKKEEKIiJCEIoQQIiIkoQghhIgISShCCCEiQhKKEEKIiJCEIoQQ9ZCenk7Pnj0Jh8POsOOOO44lS5awe/duTjrpJLKysrj77rubMMrG1eAJJRAIcO2119K9e3f69u3LpZdeCsCaNWs48cQTycjIIDs7m59++sn5TH3HCSFEYwoEAjz77LP7Df/oo4+IjY0lJyfH+eX80aDBm1659dZb0TSN1atXo2kaW7duBeCqq65iypQpTJw4kddff52JEyeybNmywxonhDg6vPP4Cvbs8DfIvBPa+PjN7/rVadrZs2dz++23c9lllxEdHQ1AOBzmpptuYs+ePWRlZfHAAw9w+umnN0iszU2D1lBKS0t59tlnufvuu51OZtq3b8/27dv59ttvndrKhRdeyIYNG1i7dm29xwkhRGPLzMxk+PDhPPjgg84wl8vFHXfcwfDhw8nJyTlqkgk0cA1l3bp1JCcnM2fOHD7++GN8Ph+zZ88mMTGxWrPNmqaRmppKfn4+CQkJ9RrXrVu3asueO3cuc+fOdd6XlJQ05KoKIRpRXWsQjeHOO+/k+OOP5+qrr27qUJpcg9ZQwuEw69evp3fv3nz77bc8/PDDjB07ttpDrIYyffp0Nm7c6LxiY2MbfJlCiKNPeno648aN46677mrqUJpcg9ZQUlNT0XWd8ePHA9C/f3+6dOnC+vXrq3V9qZQiPz+f1NRU4uPj6zVOCCGayowZM+jVqxdut7upQ2lSDVpDad26NaeddhoffPABALm5ueTm5nLSSScxYMAA5s+fD8Abb7xBSkoK3bp1o23btvUaJ4QQTaV169ZMmzaNLVu2NHUoTarB+0P59ddfmTx5Mjt37kTXdWbOnMmFF17IqlWrmDhxIrt27SI+Pp558+bRt29fgHqPq430hyJEyyT9oURWQ/aHIh1sCSGaNUkokSUdbAkhhGj2JKEIIYSICEkoQgghIkISihBCiIiQhCKEECIiJKEIIUQ91NZ8/dFKEooQQtTTgZqvP1pJQhFCiHqaPXs2d955J2VlZdWG79mzhyuvvJI+ffqQmZnJFVdc0UQRNq4G7w9FCCEi7c3772DPtq0NMu+Edu05/+aZdZq2avP1VTvSuv766/H5fKxYsQJd19mxY0eDxNrcSEIRQojDUFPz9W+//TZff/01um7fBGrTpk1ThdeoJKEIIVqcutYgGoM0X7+XPEMRQojDNGPGDObPn8/mzZsBOO+883jggQewLAvgqLnlJQlFCCEO077N1z/44IMEAgH69u1LVlYWt912WxNH2DiktWEhRLMmrQ1HVrNpbTgQCBzWwoQQQhy56pRQVqxYQZ8+fejatSsA//vf/7j55psbNDAhhBAtS50SyrRp03jyySedr74NGDCAd955p0EDE0II0bLUKaGUlJQwZMgQ572maXg8ngYLSgghRMtTp4TicrkIhUJomgbAhg0b5OGYEEKIauqUUK699lpGjx7Njh07mDFjBkOHDpVnKEIIIaqp0y/lL730Uo455hj+9a9/EQwGmT9/frVbYEIIIUSdm1458cQTOfHEExsyFiGEaDHS09Pxer34fD6CwSBTp05l6tSpNU57++2389ZbbzmPCm699VYuueQSAMrKypg8eTLLli1D13XmzJnDRRdd1GjrEUl1SijDhw93np9U9cknn0Q8ICGEaCkWLFhAVlYW69evp1+/fgwdOpR+/frtN91NN93E3XffDcCmTZvo1asXp59+Oq1bt+aBBx7A6/Wydu1acnNzGTRoEMOHD6dVq1aNvTqHrU4J5cYbb3T+Li8v56WXXiIjI6PBghJCiNrsfP4nwrvKG2TerlZRtJ5w7CF9Ji0tjR49erB8+XIuvfRSdF0nHA5z9913M2rUKBITE51pS0pKUEo57XwtWLDA6aSrS5cunHLKKbz55ptceeWVEVunxlKnhPKb3/ym2vtRo0Zx6qmnNkhAQgjR0vzwww+sXLmSq6++mo8//pgTTjgBy7IoKipypnn44Yd57LHH2LhxI8888wxt27YFID8/n7S0NGe69PR08vPzG30dIqFezdebpum0qimEEI3tUGsQDWXs2LH4fD6io6N57rnn+OKLL/j973/PRRddxIgRI8jKynKmnTZtGtOmTXNqMSNGjGiRt7VqU6eEcv755zvPUEzTZMWKFZx99tkNGpgQQjR3lc9QKl100UX89NNPLF68mAkTJjB+/Pj9fmKRmZlJp06dWLJkCRdeeCGpqamsX7+eDh06AJCXl8eIESMaczUipk4JZfTo0Xs/4HJx2223MWjQoIaKSQghWqSVK1dy7LHHcuyxx+Jyufjwww8B+Pnnn+nduzcA69at4/vvv3fejxkzhieffJLBgweTm5vLkiVLePzxx5tsHQ5HnRLKhAkTGjoOIYRo8W677TZWrVqFx+MhOjqaJ554AoCbb76Z3Nxc3G43LpeLRx99lF69egH2N8CuuOIKunbtimEYPProo7Ru3bopV6Peau0PZfr06bV+eO7cuREPqKFIfyhCtEzSH0pkNWR/KLXWUBISEg5r5kIIIY4etSaUWbNmNVYcQgghWrg6f234m2++IScnh/LyvT8mmjZtWoMEJYQQouWpU0KZM2cOr7/+Ovn5+QwbNoyPPvqI0047TRKKEEIIR52ar3/ppZf44osvSElJ4Y033nAaMRNCCCEq1SkrREVFERUVhWVZKKXo0aMH69atO6QFzZs3D03TWLRoEQDbt29n5MiRdO/enT59+vDpp58609Z3nBBCiKZTp1tePp+PUChEVlYWN954IykpKZimWeeF5OXl8fe//53Bgwc7w2699VYGDx7M+++/z7Jlyzj//POd72nXd5wQQoimU6cayr333kswGOSvf/0rRUVF/Pe//+WFF16o0wIsy+LKK6/kkUcewev1OsNfffVVrr76agCys7Pp2LEjS5cuPaxxQgjRHGiaRmFhYY3jzj77bFatWtW4ATWSOtVQzjvvPE499VQmTZrEU089dUjPT+bOnctJJ53EwIEDnWG7du0iFArRvn17Z1hlC5v1HSeEEC3Bu+++29QhNJg6JZT8/Hxee+017r//fq666iouvfRSJk2adNA+UX788UfeeOONJnnOMXfu3Gq/5C8pKWn0GIQQDeOll16ioKCgQeadlJTEuHHjDjqdpmncfvvtvPPOO5SWljJr1izGjx/vjH/88cdZtGgRO3bsYObMmUyaNAmwL4IXLVpUrVHJI0WdqhoxMTFMnDiRJUuW8Omnn7Jr1y6nHZrafPbZZ+Tl5dG9e3fS09P56quvmDJlCq+++ioul4utW7c60+bl5ZGamkqrVq3qNW5f06dPZ+PGjc4rNja2LqsqhBB1pmka33//Pe+//z7XXXcdeXl5zjiv18s333zDe++9x7Rp0wiHw00XaGNRdRQMBtXrr7+uzj77bNWmTRs1derUun7UMWzYMPXmm28qpZSaMGGCmjVrllJKqW+++UZ17NhRBYPBwxpXm06dOh1yvEKIphcOh9XPP/+swuFwU4dSDaDy8vKc96NGjVLPP/+8M27Lli3OuMTERLVhwwallFJpaWnq+++/b9RYqzpQeUbiHFmnW17XXXcdr732Gv3792fSpEm8+eabeDyew0pk9913H5dddhndu3fH4/Ewf/5855ta9R0nhBBNqbLfKLB/blHJMIyjooZSp4TSoUMHvv32W1JSUg5rYUuWLHH+bteundNXwL7qO04IIRrTvHnzmD17Nnl5eXz22Wc89NBDTR1Sk6pTQrntttsaOg4hhGhxTNOkf//+lJaW8vDDD5Oent7UITWpevUpL4QQAm644QbuvPPO/YarfbqZ2rlzp/N31Qf3RxppkEsIIURESA1FCCHqYd9aiJAaihBCiAiRhCKEECIiJKEIIYSICEkoQgghIkISihBC1EN6ejo9e/as9gv44447jiVLljB79mzatGlDVlYWvXr14rzzzmPbtm3OdKeccgpdunQhKyuLrKwszj777KZYhYiThCKEEPUUCAR49tlnaxw3fvx4cnJy+Omnn4iKiuLPf/5ztfEPPvggOTk55OTkHDFN2svXhoUQLc7yFVPw+xumHySfL5XMfk/XadrZs2dz++23c9lllxEdHV3jNLquM3z4cN5+++1IhtksSQ1FCCHqKTMzk+HDh/Pggw8ecJpAIMDbb7/N2LFjqw3/wx/+4Nzyeuyxxxo61EYhNRQhRItT1xpEY7jzzjs5/vjjna7JK7344ossWbKEdevW0bdvXy6++OJq4x988EFGjx7diJE2PKmhCCHEYUhPT2fcuHHcdddd1YZXPkNZv349gUCAWbNmNVGEjUdqKEIIcZhmzJhBr169auybKTk5mWeeeYahQ4dy/fXX06FDhyaIsHFIDUUIIQ5T69atmTZtGlu2bKlxfP/+/RkzZgxz5sxp5Mgal6aOkhbOUlJS2LhxY1OHIYQ4RKZpsnr1ajIyMjAMo6nDafEOVJ6ROEdKDUUIIURESEIRQggREZJQhBBCRIQkFCGEEBEhCUUIIURESEIRQggREZJQhBBCRIQkFCGEqIfD6Q/lSCUJRQgh6ulw+kM5EklbXkKIFufyFb+S5w82yLzTfR7+2e+YOk1b3/5QfvnlF66//nqnqZbf/e53+7VW3BJJDUUIIeqpPv2hhMNhRo0axcSJE1mxYgUrVqzgoosuaqyQG5TUUIQQLU5daxCN4VD7Q1m1ahXl5eX83//9nzNt69atGzXmhiIJ5SByvpjPzp1LmzoMcdQ6KtpurZ3molXHSynek4+ua00djUNZYUqKN3NMeiIXXXgOM/90M6YZpLRkK4HyQsZcdC733jOT3QWFjD7/Mm695Xru+POtlBRtQlkmRYV5DRJXbHwqut40N58koRxEYeEPaLGfNHUYQhzFvKBfBHoxNKOEgqZAKwW9mJtunkh29mjcbhdoZaAFQAuCXkxyK4NHHvkTZ501kd9NvZjuPdrgi/bw+sIFXHTR2QDs2lVAq1ZJTbxCh08SykGcdPqfscyZTR2GOBLV8dyoac3oJNoELMvi19z1xMR0b1bN12uam+joY4iN7U1sLEyb9ntmzZqNz5eGx5OH2+0hNrY3ACed1JuLLnqXhx9eyMMP/41//esdpk37PQ8+OB9d17n66qu56qopEYqr6fYX6Q9FCNGsSX8okSX9oQghhGj2JKEIIYSICEkoQgghIqJBE0p5eTmjR48mIyODzMxMzjjjDNauXQvA9u3bGTlyJN27d6dPnz58+umnzufqO04IIUTTafAaypQpU1i1ahXLly9n1KhRXHnllQDceuutDB48mDVr1jBv3jzGjRtHKBQ6rHFCCCGaToMmlKioKM4++2zna2yDBw8mLy8PgFdffdX5ZWl2djYdO3Zk6dKlhzVOCCFE02nUZyh/+9vfGDVqFLt27SIUCtG+fXtnXHp6Ovn5+fUet6+5c+eSkpLivEpKShp25YQQR5X09HR69OjhNFE/btw4SktLWbJkCT6fj6ysLPr168eQIUNYsWIFwBHfrH2jJZQ5c+awdu1a7rnnnkZZ3vTp09m4caPzio2NbZTlCiGOHgsWLHCaqN+zZw//+Mc/AOjRowc5OTmsWLGCCy64gEmTJjmfOZKbtW+UX8o/8MADLFy4kI8//pjo6Giio6NxuVxs3brVqW3k5eWRmppKq1at6jVOCHH0uPL5ZazfVdYg805rFc0zE7IP6TPBYJCysjKSkvZvPmXkyJHMnLl/axs1NWvf0jV4DWXu3Lm8/PLLfPTRRyQmJjrDx4wZw5NPPgnAsmXL2LRpE8OGDTuscUII0ZjGjh1LVlYW7du3R9d1p0Xhql555RUGDhy43/B9m7U/EjRoDWXjxo3ccMMNHHPMMQwfPhwAr9fL119/zX333cdll11G9+7d8Xg8zJ8/H7fbDVDvcUKIo8Oh1iAayoIFC8jKyiIcDnPVVVdxyy23cO6557Jq1SqysrIAyMjI4Pnnn3c+c6Bm7Y8EDZpQUlJSOFBTYe3atePDDz+M6DghhGgKLpeLCy+8kJtuuolzzz3XeYZSk/Hjx/PQQw+xe/duzjjjDGbNmsV9993XuAE3EPmlvBBCRMAnn3xCjx496jx9cnIyzzzzDI899pjTFXBLJ83X14VSEA6A7gLjAEUWDoLhBk0DywIrDJpe8/QhP7ii7Gmrsix72L7DzRCYQXBX9FkdLrfnYXjAE7N3uqqfCxSDOwZ0HSzTjuVQm7WuGo9lAQr0w2jtVSl7PVze/ceFg1C20y6X6OT9P2eF7fKtaZ6V61X172rrYdr/1yV2ywQ0u9wOl1L2tjJD4I2rHptlQck2cEdVbCej9m1UdVsoBYEiO1ZfUt22q2WCv8Cevmo5KAWlO+z9xfDYr8pYvPEH3t+rfn7fbRPyQ+lOe3/1Je5f7qFyCJZCVII9TilQFeunLPAXVszTY8/XDNvxKwtU5f4MaIY9DG3vZ62w/b/utrehGbLXpXKdLNPeByu3sV51n1J7YzFD7O3crOoxWfm3/X7s2Ivx+XyEwyZpqak8+cQTrPt13d71rIzHcNvxhoP2uaR8D7ii6N+3N2MuPJ85d93BIw/+FVTFsQoVMVBxHvHsLUczaMepu/bGXPV/T+yhH+sRIs3XH8yHf4IvHt773vDYB4onxj75KdPeOfwF9oaMSoDirfZwNIjvCFGJODtn2a6KE0m0fXAHSuwdWzPAv9veeaIS7XEo+8AsL7Q/q7sqDiprbzyabr93+SCu3d4DMlBkxxqVYM9D0+15+pIgVAYl2yG2LcS0tg+qPRvt9YhpDW6fvdPu2WTvmFEJ9vpZYfskE5VoD/cX2OM8sVC8xY7XHW2fLJRl/+322WVluGF3HgT22J83PGAG7APMDFRfp/hOFSfgigOraJMdmy8JDG/1z1kmxLSxk1TRZnu+0cn2tG6fffDuXG0fnDFt7FjMkH0S1TT7cy6f/b+y7GVBRTn57c9r+t6TfeXflSeWfYdXjrNCdsxm0J6fJxYSUiC6FZTthoI8CPv3398Mr71sM2gno9h29v/FlVewVU6elfN1Rdllr6yKE6La5721t4w9sfY+uWdTxYnXBcHimvd9Tbe3r2bsPSm7ffbngmV2+YTK7H3d5QNvrL28sp1756G7Ia7D3kRoBu39/xB6ojSNKFaf/k8yOrfB0PVD+mz19TEqjssjXIfMvcdODRqy+XpJKAeT8zKsfs8+0K2wfQAFS+3/Q+X2QeaNsw98/277JBLXwT5xhQNQuN6evrI3pah4SEq3T/rlhfYBXnllFd3KPuj8Bfa80OwTfExre/mBooqDOmbvybJyWKDEThJ6xZVlfKe98cS2ta9w/QX2y+W1h5XusBNcOGifZKKT7eRTeRJN7GzH7C+0YzNcFcmz0D4wfUn2+0AxxHW0Txohv31i0fSKk07FKxyAxFS7nEq225833PZ6uSpe0a3teW3/yS7byuQZ1wFi29ifM0P2tIbH/l/T7eHhcnudrbC93v4Cex6aDm0y7ORWss2OSTfs9UezP1f5UlSss2aXi9tXw8m6MqHvcwKvNqziRB2VWHFC1u1EVbTJTibRrezlJB9jl0vIX/E5047Zv7uiXDxQvM3+PyFl7xU22Ff+aLBnw96rcKie4KiS8FxR9vba/audnBI62zGaATuOqES77MxgxVV1RWLwF+5dJytsx6ppe/dBT4y9LQLFFfs59oVNXAd7uxdvrUiGFYlQd9nrEpUA5UUVNRN9b8KpXDfDY8diBjE1N6tTLiYjtT2GpipqQ6qi1qbvLXfNqKiJGHZCtypqBpWxW2F7+ZU1ZGXatZ9KlTUPTbOXr+l7kzOqIo/t87cznr3xV743PPbyNL2iVmHa27WyVhYut5dX+V7Tqic9w1MlzlDFtlcVsWl7a9POXY2K/6NbNVlCkVteB5P1f/ZLCNE0TBNWr4akNJAOtpo1SShC1FNZyP5hnc/lQ9M0lFIUh4rxuXy49Zq/ym4pC/0AV4+mZWIqE0/llWkDUkoRVmEsZTnLtZRF2LKHKRTJUcm49L2niLAVZmPxRuI8cbTytao2r6AVJGAGCJkh4jxxeAwPpmWia3qNXdIqpdgT2EPIqrlh11hPLD6Xr9b4ARSq2jdJTWUSskLomo6hGc66KKWwlIWhG7h1NxoalrIIWvYtSQ0NTdMwLdPZRpXzcOkuLGURMAMYuoGh1Z7UwlbYWS9tn36eVUXtRSmFqUwM3cCje7CU5bwM3UApRcAM2DHoRkWlyP5naAYKhWVZdqWkyjKUUiRFJTVZN8CSUA7i+Z+eZ9HaRYStMEEzSFiF8egeTGVSFi4jOSqZeE98tZ228u/KnWdf++5kALqmE+uOJWSFKA4VUxQowtAMWvlaOTt4gjcBgIAZIGAGcGku3IbbPjDNEB7Dg9tw49E9eAyPE0/lyaLyVfV9beP2fe/SXUS7ool2R+PW3QStICEzhKUsPIaHKCMKQzfYE9iDpSxiPbHEueOwsNjl32UfLJqBrtsHauUBW3mCLQoWEQgHcOmuaq9oVzRew0tZuIziYDHl4XJ8bh+GZlAeLidgBghbYWd+AEErSNAMolC0i26Hz+Wj3Cwn0ZtIlBGFP+ynLFyGP+ynPFyOqUzcupvOcZ1RSrHTvxO34SZoBtlVbsfu0lzOAR4yQxQECgDw6B4SvYn4w36KQ/bziARvAkneJIqCRRQFi4h2RRM0g4SsEN2TuqOhkVeUV+3kVRYqQ6FI8iYR7Y5GQ3PGaZqGTsX/lcMq9qMd/h3sCeyhta81YStMcbCYeG88hmZQEirBa3jRNR1/2O9so53+nYSt8L67YTUu3UVrX2tMyyRoBSkNlTqfSYtPoyRYQlGwqMak4HP58If9eA2vUzZhK+xs/8rtVpskr31iNDD4U9c/oXYr0OEouUtfb4lRiTWeYxqDJJSDMJVJ2ArjNtxEu6NxaS6CVhBd0+no6sju8t1sKtnkHORVD/oDXZ3A/geFqUw2FG/ApbuI98TTNrotYSvMtrJtuDQXpjJZXbAaXdPxGl48uoewChMyQ8R74/EYHvvgNkPOybQyjsqTdtWrrn3/dumuau8NzbAP5irvQ1YIf9hPaaiUYqvYTmC6G13TCZpBdobsk1SiNxFd0yksL2RD8QY0NFr5WuHS7fUIm2HnSrAyYSkU8Z54EqMSCVv2+IAZoCRYwubwZgJmgBh3DLHuWGLcMZSb5ZiWSZQrihh3jHMVaVbcf3aSKoqtpVspDhbjNbysLlttJySXD5/LR7QrmuSoZAzdwB/2s3zHcnRNp42vDcFQEEMz6J7YHUMzMJXpvFyaixNjT8TQDAoDhRSUF+AxPKTEplBulrPLv4vCQCFp8WnEe+Kdk6uu6fyy+xcAMttk4tbdTsKO9cSiazo7ynZQbpY7FwQW1t6LA8u0r04rPqOUomNMR3ol97KToO4mIzmDokARlrJIjUslYAYwlUm0K5pys5ywFaZHUg+iXdEY+t7tW3n1XXkFvLlkszNPj+Eh2hVNekI628u28/Oun0mJSyHRm4jH8Nj7ZMX+UBgopDhYTIw7hrJwGYXlhc5FSOX29hpe2kW3w2vs/40/haIwUMi2UrvRxCg9CrduH396xbfvNE1zji/Nvkx3EnDlvlCZrCuHa2hODUYpha7puA27tlJ5EVi5v1tYTnlX1ni8hrfaPlYThcKluarVMpVS+9UkNDQM3XAuVCvLX9d0J2l7DS8KhWmZ1WoclrKcddr33KKhNVkyAUkoB3VFnyu4os8VTR2GaERKqSa7ZSD2V/kQuXNc52oPkUXzIz9sFGIfkkyEqB9JKEIIUQ+aplFYWFjjuIceeoitW7c67//xj3+QkJBAVlYWmZmZ9OvXj3/961/O+PT09AM21VJfrVu3djo0bCySUIQQIsL2TSgAw4cPJycnh+XLl/P000873aEfSeQZihCi5XnpEijIbZh5J3WBca/UadLHH3+cRYsWsWPHDmbOnMmkSZO444472Lx5M2PHjsXn8zmdblVVWFhYY98pAFu3bmXatGnk5eXh9/sZNWoUd911FwBr1qzh+uuvZ/v27QQCAaZMmcK1114LwFtvvcUtt9yC2+1m5MiR9Vv3wyQJRQgh6snr9fLNN9+wcuVKsrOzueyyy5g5cybPPfec07Q9QE5ODosXLyYrK4uysjI2bdrEggULapznhAkTuO222xg2bBjhcJhzzjmH1157jQsuuID/+7//Y/78+fTs2ZOysjIGDx7MoEGDSEtLY9KkSXz22Wf07t2bp59+ml27djViSdgkoQghWp461iAa2vjx4wHo2bOn05tsSkpKjdMOHz6cRYsWAfDjjz9y+umn891339GxY0dnmtLSUv7zn/9U62e+pKSEVatWsWrVKn766ScuueQSZ1xxcTE///wzW7ZsoV+/fvTu3RuAyZMnc91110V6dQ9KEooQQtRTVFSU87dhGITDtf9YtFKfPn1ITU3lv//9L2PGjHGGV/4+7auvvqo2b4CffvqJ5OTkGh/ev/XWW9XeN9U3FeWhvBBCRFh8fDx79uw54PiNGzeyZs0aMjIyqg2PjY1l+PDh3Hvvvc6wzZs3s3HjRnr06EF8fDzz5s1zxq1du5bdu3dzwgknsGLFClauXAnAc889RzAYjPBaHZwkFCGEiLBp06bx29/+lqysLKdGUfkMJSsrizPPPJM5c+aQmZm532dffPFF1q5dS58+fejbty8XXHABu3btwuVy8fbbb7Nw4UL69evHsccey+TJk/H7/bRp04bnnnuO888/n8zMTNasWUOrVq32m3dDk+brhRDN2oGaWxf105DN10sNRQghRERIQhFCCBERklCEEEJEhHxt+CDKQyYh06pxXG0Pn2p9MnVUPLWKgAb+5mNTtQF5SE8tD2HaA/W/c7gxNPXualkWlqUImxaqCZtmj4TGKEuXrkkHW83V3I9W8/SnvzZ1GEIctbyGxqO/aU94WzFaLX2lC1ufTglNlnYloRxEVqLOpG5RNYyp2GT7XAnse2WgtFquhNU+n63p+kXVUDtS+8yzxsvNulwLVZnJvnFXm6xKF6P77qpazW/UvuWiFBX9mFZMWXt8B76Cjsyh0tAVSIWqtaOjQ7mCPLSLzQNvg8Oabx0n1io2nLO9sf/TUAfeqAfZvwwN4twarbyG08FWRB1w1RrotFzTbNVBxh90Bs2DJJSD6LT0TazPP2vqMOqmqe9NNIKDJaIGcRSUKzRB2dZ1cW43nhtuIKZgK3oz6avm3kcfZdOWLTxy990AfPntt5w1fjz//uc/GTpoEAB/mDmTVsnJ/G/FCrbt2IGu68TFxHDvjBlkVjSRcvNdd/HeJ5+wYdMmPl20iH69eh12bFpitya7nysJ5SA2tGnNt9nZTR2GEEctwzA43euhNCamYWoo9ZB9yim8csMNlMbGAvCf77+nf//+LM7JYcBppwGwdNky7r33Xq647joSEhIAeO+997j6ttv4+OOPAThz9Gh+O20a559/Pn6fz5nf4Yij6eowklAOYvDo0fSqpQmF5ugo+a3qAcn6H1nrr5QiEAiQnJzcbBLK6aefzrZt2ygrKyMlJYVvv/2WmTNnMnfuXJKTk9myZQubN2/mjDPOqNYml2VZuN1ukpOTATj77LMB0HWdhIQEZ/jhaMoeRyWhHETr3f+j9fr/Ht5MInaAR2A+zelkE5FYmlOZSCw1zOSw52BqBqvbj8JbvhNDt0+W1339ZzaUbjnsedekc0wHHhk06wBj7fWJAk48fgBffvw2F5//G9bnrmP0KQO4cXo+FObz5cfvc0J2fxIpgvIiLr/6Dyz+7EsA3n31H0SVb682V01ZeIO79xt+UJXPWDXDjk0p8KYe2jwiSBLKweR9Bl880tRRCHH0MqLg9NOgbCdUJBTCQbDMhlleOGgv6yCGD8pkydIlpLWN5fjMXlC2i8H9e/PlZ0tYsnQJwwdlQZndJ8k/584A4PlX/80tM+/g3Rf2OacoE/x7nOkPS0JneYbSbA2ZDsdNPvz5RGwDR2A+EYklQuvTXGI54rYPNJ9YDnMelgUbdkDb7mDYt7weGfls08RSxfBzxvLshImkZmRyypnnQbu+DBtxHouX57P46x/4x7O/h3Z9q31mwnV9ufqP97DL1bF6442GB1p122/6WmmAptuVJmVWbKvavlba8CShHEx0sv0SQjQN0wR9NxguaEaNQ2YPPoHt27fz4ssv2/2RGC6GDT+Vc845hy1btnD8CSdSWFxCWVmZ04nWokWLaNWqFclt2u5/4jdc9utQadBcGj2RhCKEEPXgdrsZMmQIy5cvp2fPngBkZGRQXFzMkCFDcLvd7NmzhzFjxuD3+9F1nTZt2vD22287D86vuuoq3nnnHbZu3cqZZ55JXFwca9eubcrVOizSfL0QolmT5usjS5qvF0II0ey1yISyZs0aTjzxRDIyMsjOzuann35q6pCEEOKo1yKfoVx11VVMmTKFiRMn8vrrrzNx4kSWLVvWIMta8LdZrF/zeYPMW7R8h/N9moO1tdUgWuANbt3lZsiYW9i2UWs2Ta80Z207dUNvoluDLS6hbN++nW+//ZYPP/wQgAsvvJBrr72WtWvX0q1bt4gvr+jb7zh32eaIz1cIUTfK6yV8rklCUUgSSh1YHVWT3XpqcQllw4YNdOjQAZfLDl3TNFJTU8nPz6+WUObOncvcuXOd9yUlJfVaXtr4GXzYe9XhBS0iRmuBV9hHtobfILqhkR0TT1Fyu2bT9Epz1qYJy6jFJZS6mj59OtOnT3fep6Sk1Gs+I0YOYsTIQZEKSwhxiCq/ldS2fSv5llcz1+LSfefOndmyZQvhcBiwG47Lz88nNbXp2q8RQgjRAhNK27ZtGTBgAPPnzwfgjTfeICUlpUGenwghRE3+/Oc/c+WVVzrvP//8czRNY8mSJc6wq6++mj/96U+MGDGCfv36kZWVxdChQ/n+++8BKC8vZ/To0WRkZJCZmckZZ5zRon/UCC0woQA89dRTPPXUU2RkZHDvvfcyb968pg5JCHEUGT58eLXksXjxYgYNGrTfsFNPPZVXX32VFStWkJOTw/Tp05k4caIzzZQpU1i1ahXLly9n1KhR1ZJUS9Qin6H06NGDL7/8sqnDEEI0kQ3X/I7ghvwGmbencyqdn3i81mkGDx7M5s2b2bhxIykpKSxZsoSZM2dy//33A7Blyxby8/M54YQTqvWHsmfPHqfZlaioKKc/lMp5PvDAAw2wRo2nRdZQhBCiKXk8Hk488UQWL15MIBAgNzeXs88+m40bN1JeXs7ixYurJZPLL7+czp0786c//YkXXnihxnn+7W9/Y9SoUY25GhHXImsoQoij28FqEI2h8rZXWloaxx9/PGDXMr788kuWLFnC8OHDnWn/+c9/AvD8889zyy238O6771ab15w5c1i7di3/+c9/Gm8FGoDUUIQQoh6GDx/O4sWLWbx4MaeccgoAw4YNc4adeuqp+31mwoQJLF68mF279nak9cADD7Bw4ULee+89oqOjGyv8BiEJRQgh6iE7O9vuD+XFF6sllFdeecXuD+X44yksLGTz5r0tbTj9oVT0HT937lxefvllPvroIxITE5tgLSLrqLnltWPHjnr/uLGkpITY2NgIRxQZzTk2aN7xSWz109ixeb1ennzySQKBgPNA+0Asy2rUX9NnZmayevVqAoEAy5cvB6CgoIDMzEx+/vlnNm/ezE033eTEnpyczF//+ldWrFjBtm3buOGGG0hJSWHw4MGA/Wym8icRDUUpxY4dOzjnnHMIBAKAvU39fv9hz/uo6Q/lcDTnvlSac2zQvOOT2OqnsWM7lP5Qli9fTmZmZiNFdmiaS2w1lWektqnc8hJCCBERklCEEEJEhCSUOqjayGRz05xjg+Ydn8RWP40dW+Vzk7rcnW/Xrl1Dh1NvzSW2ynKs+jwqUttUnqEIIZq93NxcdF2nXbt2uN3upg6nxQqFQmzbtg3LsujSpUvE5y8JRQjR7FmWxfbt2yksLKxTTUXUTNM0EhMTadu2bYN8G04SihCixVBKOS9xaDRNc14NRZ6hHMSaNWs48cQTycjIIDs7m59++qlJ4qitqetTTjmFLl26kJWVRVZWFg8++GCjx5eenk6PHj2cGBYsWAA0j/LbtWuXE1dWVhYZGRm4XC52797d6GU3bdo00tPT0TSNnJwcZ3ht5dSYZVhTfAdrZr2xynDatGl06dIFwzD44YcfMAwDwzDo2rUrvXv3ZuDAgQwcOJDXX3/dGffrr78ydOhQevXqxeDBg1m5cqUzLpKvP/zhD3Tt2hWXy+XEVlhY6MQ0cOBAevXqhdfrZc+ePRiGwWmnnUa3bt2c8Q8//HCDxBYKhbjwwgvp2bMnWVlZ1bbf9u3bGTlyJN27d6dPnz58+umnTnnXNu6AlKjV8OHD1bx585RSSr322mvquOOOa5I4/H6/euedd5RlWUoppR555BE1bNgwpZRSw4YNU2+++WaTxFUpLS1Nff/99/sNby7lV9Vf/vIXdc455yilGr/sli5dqjZs2LBfedVWTo1ZhjXFV9u+p1TjleGByu5A+55SjVd2B4qtqqr7nVKNV261bb9JkyapWbNmKaWU+uabb1SnTp1UMBg86LgDkYRSi23btqm4uDgVCoWUUkpZlqXatWun1qxZ08SRKbVs2TKVlpamlGq+CaW5ll/Pnj2d8mqqsqtaXrWVU1OVYW0nxqr7nlKNX4Z1TShNUXa1lVvV/U6pptv3qm6/mJgYtWXLFmdcdna2+uijjw467kDkllctNmzYQIcOHXC57BZqNE0jNTWV/PyG6YfhUOzb1PWtt95K3759GTt2LL/++muTxHT55ZfTt29fJk+ezI4dO5pl+X3xxRcUFBRwzjnnOMOauuxqK6fmWIY1NbPe1GW4774Hzev4rWm/g6Ypt8rtt2vXLkKhEO3bt3fGpaenk5+fX+u42khCaYEqm7q+5557AHjhhRdYuXIlK1asYOjQofvttI3h008/ZcWKFXz33Xe0bt2aCRMmNHoMdfHss89y+eWXOyeZ5lB2Lcm++x40fRm2hH1v3/0Omqbcatp+ERX5CtWRoznesvnLX/6iBg4cqAoKCg44jdfrVTt37my8oPaxefNmFRsb2+zKr7i4WMXGxqpffvnlgNM0Vtm1xFteddn3lGr4MqzttlLlvqdU87nlVZf9TqmGL7eatl90dPQBb2vVNu5ApIZSi7Zt2zJgwACn9c833niDlJQUunXr1iTx1NTUdTgcZtu2bc40b7zxBu3ataNVq1aNFldpaSmFhYXO+5dffpn+/fs3u/JbsGABmZmZ9OzZE2geZQe172fNpQwP1Mx6U5fhgfY9aD7H7777HTR+uR1o+40ZM4Ynn3wSgGXLlrFp0yaGDRt20HEHFNkceORZuXKlGjx4sOrevbsaOHCgWrFiRZPEsWHDBgWoY445RmVmZqrMzEx1/PHHq5KSEjVw4EDVp08f1a9fP3XqqaeqnJycRo1t3bp1KisrS/Xt21f16dNHnXfeeSo3N1cp1XzKTymlTjjhBPXcc88575ui7KZMmaI6deqkDMNQbdu2VV27dlVK1V5OjVmGNcV3oH1PqcYtw5piq23fU6rxyu5A21Wp/fc7pRq33Grbflu3blVnnHGG6tatm+rdu7f65JNPnM/VNu5A5IeNQgghIkJueQkhhIgISShCCCEiQhKKEEKIiJCEIoQQIiIkoQghhIgISShCCCEiQhKKaHYqm0Hv3bs3hmE478eOHcvMmTN58cUXG3T5ZWVlHHfccRQXFwOwdOlSTjjhBCemk046qdqP0hqapmnVfrxXF//4xz8YPXr0IS+rpKTksPvLuPHGG3nppZcOax6iZXIdfBIhGldlPxx5eXlkZWVV6zekMTz66KOMGjWKuLg4wuEw559/Ph9//DEDBgwAYNWqVcTExDRqTC3JzTffzJAhQxg7diyGYTR1OKIRSQ1FtCgTJ07koYceAmD27NlcfPHFnHvuuWRkZHDOOefw448/cuaZZ5KRkcH//d//YVkWAMXFxfz2t7/l+OOPp1+/fkyZMoVgMFjjMp566inGjRvnfK6oqKhaq6s9evQgNjYWsJu0yM7OJisri+zsbL788ktnuvT0dGbMmMGJJ55I586defLJJ5k3bx4nnHAC6enpvPLKK860mqYxY8YM+vfvT0ZGxgFrYWvWrOE3v/kN2dnZ9OvXj0cfffSgZbZkyRL69OnD7373OzIzMzn22GP59ttvq61v9+7d6d+//36dYy1btoxTTz2V4447jv79+/Paa68BcPfdd3PeeeehlCIQCDBw4EAn5rZt29K1a1c+/PDDg8YmjjAN8lt/ISIgNzdXJSQkVBs2YcIE9eCDDyqllJo1a5bq0qWL2r17t7IsS5188slq0KBBqqioSIVCIZWZmanefvttpZRSv/3tb9Xzzz+vlLIbCZw8ebK6//7791tmfn6+atWqVbVhv//971VsbKw666yz1B133KFWrVrljNu+fbvz95dffql69OjhvE9LS1PXX3+9UkqpNWvWqKioKHXnnXcqpewOi1q3bu1MC6gZM2YopeymbJKSkpwmRABVUFCgwuGwGjhwoNPIYGlpqerbt6/65ptv9luPefPmqVGjRimllFq8eLEyDEN99dVXSimlnnjiCTVixAillFI//PCDateundq8ebNSSqk//vGPqvK0UFBQoLKyspxxO3bsUJ07d1YbN25UlmWpkSNHqr/85S/qd7/7nZoyZUq15f/5z39WN9xww35xiSOb3PISLdqIESNISkoCYMCAAXi9XuLi4gDo378/a9asAWDRokV8+eWXzJ07FwC/31/j7ZiNGzfSrl27asMeeugh/vCHP7B48WL+85//0L9/fz744AOGDBnC999/z913382uXbtwuVysWrUKv9+Pz+cDYOzYsQB069aNqKgoLrroIgCOO+44du/eTWFhodNY35VXXgnAMcccw8knn8ynn35Kenq6E8eqVav46aefuOSSS5xhxcXF/Pzzz2RnZ9daTt26dWPQoEEAnHDCCTzwwAMAfPLJJ5x11ll06NABgGuuucZp2vyLL77g119/5ayzzqo2r1WrVtGpUyfmz59P//79SUpK4uuvv642Tfv27fn5559rjUkceSShiBYtKirK+dswjP3eh8NhAJRSvPHGG2RkZNQ6v+joaMrLy/cbnpaWxsSJE5k4cSIxMTG8+uqrHH/88VxwwQUsXryY7OxsioqKSEhIIBAIOAnlQPFpmoamaU58Ndn34bhSiuTk5Ho9UzpQudS2TKUUxx57LF988UWN065fvx7LsiguLqa0tLTaMsrLy50yEEcPeYYijgqjR4/mvvvuc06kBQUFrF27dr/pevTowfbt2/H7/YD9raf33nsPVdGGqt/v55dffqFr166Ul5cTDAZJTU0F4JFHHjmsGOfNmwfYX0b47LPPGDp06H6xxcfHO9MBrF27lt27d9d7maeeeirvv/8+W7duBXCaKwc48cQTyc3N5eOPP3aG5eTkEAwGKSoq4pJLLuGFF17g6quv5vLLL3fKCOCXX34hMzOz3nGJlkkSijgqPPjgg/h8PrKysujXrx+nnXYaeXl5+00XFRXFiBEj+OSTTwD7Kv3JJ5+kR48eZGZmMnDgQAYOHMjUqVOJj4/nrrvu4vjjj2fgwIF4PJ7DitE0Tfr378+IESN4+OGHq93uAnC5XLz99tssXLiQfv36ceyxxzJ58mQn+dVHnz59mD17NkOHDqV///54vV5nXFJSEu+88w5z5swhMzOT3r17c+utt2JZFpMnT2b8+PEMHz6cm266CU3TuP/++wG7zP7zn/9w/vnn1zsu0TJJ8/VC7OObb77hjjvu4O233260ZWqaRkFBQbXOj1qq999/n/nz5zsdW4mjh9RQhNhH5bORyh82ikOzZ88ep7Yiji5SQxFCCBERUkMRQggREZJQhBBCRIQkFCGEEBEhCUUIIURESEIRQggREZJQhBBCRMT/A5LqBdF7lxnZAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'FD001_train_1 Raw Sensor Signals'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "turbofan = data_loader('FD001_train_1', columns_to_drop)\n",
    "Plotter.raw(turbofan)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 出图：涡扇发动机（归一化数据）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'FD001_train_1 Feature Values'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plotter.feature(turbofan)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 配置标签器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "labeler_all_sample = TurbofanRulLabeler(window_size=30, window_step=1, max_rul=130)\n",
    "labeler_last_sample = TurbofanRulLabeler(window_size=30, window_step=1, max_rul=130, last_sample=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 生成训练数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    14:43:14]  [DataLoader]  -> Loading data entity: FD001_train_1\n",
      "[INFO    14:43:14]  [DataLoader]  ✓ Successfully loaded: FD001_train_1\n",
      "[INFO    14:43:14]  [DataLoader]  -> Loading data entity: FD001_train_2\n",
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      "[INFO    14:43:14]  [DataLoader]  -> Loading data entity: FD001_train_91\n",
      "[INFO    14:43:14]  [DataLoader]  ✓ Successfully loaded: FD001_train_91\n",
      "[INFO    14:43:14]  [DataLoader]  -> Loading data entity: FD001_train_92\n",
      "[INFO    14:43:14]  [DataLoader]  ✓ Successfully loaded: FD001_train_92\n",
      "[INFO    14:43:14]  [DataLoader]  -> Loading data entity: FD001_train_93\n",
      "[INFO    14:43:14]  [DataLoader]  ✓ Successfully loaded: FD001_train_93\n",
      "[INFO    14:43:14]  [DataLoader]  -> Loading data entity: FD001_train_94\n",
      "[INFO    14:43:14]  [DataLoader]  ✓ Successfully loaded: FD001_train_94\n",
      "[INFO    14:43:14]  [DataLoader]  -> Loading data entity: FD001_train_95\n",
      "[INFO    14:43:14]  [DataLoader]  ✓ Successfully loaded: FD001_train_95\n",
      "[INFO    14:43:14]  [DataLoader]  -> Loading data entity: FD001_train_96\n",
      "[INFO    14:43:14]  [DataLoader]  ✓ Successfully loaded: FD001_train_96\n",
      "[INFO    14:43:14]  [DataLoader]  -> Loading data entity: FD001_train_97\n",
      "[INFO    14:43:14]  [DataLoader]  ✓ Successfully loaded: FD001_train_97\n",
      "[INFO    14:43:14]  [DataLoader]  -> Loading data entity: FD001_train_98\n",
      "[INFO    14:43:14]  [DataLoader]  ✓ Successfully loaded: FD001_train_98\n",
      "[INFO    14:43:14]  [DataLoader]  -> Loading data entity: FD001_train_99\n",
      "[INFO    14:43:14]  [DataLoader]  ✓ Successfully loaded: FD001_train_99\n",
      "[INFO    14:43:14]  [DataLoader]  -> Loading data entity: FD001_train_100\n",
      "[INFO    14:43:14]  [DataLoader]  ✓ Successfully loaded: FD001_train_100\n"
     ]
    }
   ],
   "source": [
    "turbofans_train = data_loader.batch_load('FD001_train', columns_to_drop)\n",
    "train_set = Dataset()\n",
    "for turbofan in turbofans_train:\n",
    "    train_set.add(labeler_all_sample(turbofan))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 生成测试数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_1\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_1\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_2\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_2\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_3\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_3\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_4\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_4\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_5\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_5\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_6\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_6\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_7\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_7\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_8\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_8\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_9\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_9\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_10\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_10\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_11\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_11\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_12\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_12\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_13\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_13\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_14\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_14\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_15\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_15\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_16\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_16\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_17\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_17\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_18\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_18\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_19\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_19\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_20\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_20\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_21\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_21\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_22\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_22\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_23\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_23\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_24\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_24\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_25\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_25\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_26\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_26\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_27\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_27\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_28\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_28\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_29\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_29\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_30\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_30\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_31\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_31\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_32\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_32\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_33\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_33\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_34\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_34\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_35\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_35\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_36\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_36\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_37\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_37\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_38\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_38\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_39\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_39\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_40\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_40\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_41\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_41\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_42\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_42\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_43\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_43\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_44\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_44\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_45\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_45\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_46\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_46\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_47\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_47\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_48\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_48\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_49\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_49\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_50\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_50\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_51\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_51\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_52\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_52\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_53\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_53\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_54\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_54\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_55\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_55\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_56\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_56\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_57\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_57\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_58\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_58\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_59\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_59\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_60\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_60\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_61\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_61\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_62\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_62\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_63\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_63\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_64\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_64\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_65\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_65\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_66\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_66\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_67\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_67\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_68\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_68\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_69\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_69\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_70\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_70\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_71\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_71\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_72\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_72\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_73\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_73\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_74\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_74\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_75\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_75\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_76\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_76\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_77\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_77\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_78\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_78\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_79\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_79\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_80\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_80\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_81\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_81\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_82\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_82\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_83\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_83\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_84\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_84\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_85\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_85\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_86\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_86\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_87\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_87\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_88\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_88\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_89\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_89\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_90\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_90\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_91\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_91\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_92\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_92\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_93\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_93\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_94\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_94\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_95\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_95\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_96\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_96\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_97\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_97\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_98\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_98\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_99\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_99\n",
      "[INFO    14:43:15]  [DataLoader]  -> Loading data entity: FD001_test_100\n",
      "[INFO    14:43:15]  [DataLoader]  ✓ Successfully loaded: FD001_test_100\n"
     ]
    }
   ],
   "source": [
    "turbofan_test = data_loader.batch_load('FD001_test', columns_to_drop)\n",
    "test_set_last_sample = Dataset()\n",
    "test_set_all_sample = Dataset()\n",
    "for turbofan in turbofan_test:\n",
    "    test_set_last_sample.add(labeler_last_sample(turbofan))\n",
    "    test_set_all_sample.add(labeler_all_sample(turbofan))\n",
    "test_set_last_sample.name = 'FD001_test'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##　配置训练算法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "trainer = BaseTrainer()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 定义模型并训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    14:43:16]  \n",
      "[Trainer]  Start training by BaseTrainer:\n",
      "\ttraining set: FD001_train_1; FD001_train_2;…\n",
      "\tcallbacks: []\n",
      "\tdevice: cuda\n",
      "\tdtype: torch.float32\n",
      "\tepochs: 100\n",
      "\tbatch_size: 256\n",
      "\tcriterion: MSELoss()\n",
      "\tlr: 0.01\n",
      "\tweight_decay: 0.0\n",
      "\toptimizer: Adam\n",
      "[INFO    14:43:16]  [BaseTrainer]  Epoch [1/100], MSELoss:1270.8505\n",
      "[INFO    14:43:16]  [BaseTrainer]  Epoch [2/100], MSELoss:565.5484\n",
      "[INFO    14:43:16]  [BaseTrainer]  Epoch [3/100], MSELoss:466.0460\n",
      "[INFO    14:43:17]  [BaseTrainer]  Epoch [4/100], MSELoss:440.7014\n",
      "[INFO    14:43:17]  [BaseTrainer]  Epoch [5/100], MSELoss:424.5261\n",
      "[INFO    14:43:17]  [BaseTrainer]  Epoch [6/100], MSELoss:419.4248\n",
      "[INFO    14:43:17]  [BaseTrainer]  Epoch [7/100], MSELoss:430.0092\n",
      "[INFO    14:43:17]  [BaseTrainer]  Epoch [8/100], MSELoss:416.4848\n",
      "[INFO    14:43:18]  [BaseTrainer]  Epoch [9/100], MSELoss:412.4929\n",
      "[INFO    14:43:18]  [BaseTrainer]  Epoch [10/100], MSELoss:425.5842\n",
      "[INFO    14:43:18]  [BaseTrainer]  Epoch [11/100], MSELoss:417.8754\n",
      "[INFO    14:43:18]  [BaseTrainer]  Epoch [12/100], MSELoss:405.5140\n",
      "[INFO    14:43:18]  [BaseTrainer]  Epoch [13/100], MSELoss:406.6519\n",
      "[INFO    14:43:18]  [BaseTrainer]  Epoch [14/100], MSELoss:405.7826\n",
      "[INFO    14:43:19]  [BaseTrainer]  Epoch [15/100], MSELoss:400.7226\n",
      "[INFO    14:43:19]  [BaseTrainer]  Epoch [16/100], MSELoss:406.1485\n",
      "[INFO    14:43:19]  [BaseTrainer]  Epoch [17/100], MSELoss:413.9759\n",
      "[INFO    14:43:19]  [BaseTrainer]  Epoch [18/100], MSELoss:395.8097\n",
      "[INFO    14:43:19]  [BaseTrainer]  Epoch [19/100], MSELoss:395.3610\n",
      "[INFO    14:43:19]  [BaseTrainer]  Epoch [20/100], MSELoss:397.7208\n",
      "[INFO    14:43:20]  [BaseTrainer]  Epoch [21/100], MSELoss:399.2155\n",
      "[INFO    14:43:20]  [BaseTrainer]  Epoch [22/100], MSELoss:393.7624\n",
      "[INFO    14:43:20]  [BaseTrainer]  Epoch [23/100], MSELoss:395.8834\n",
      "[INFO    14:43:20]  [BaseTrainer]  Epoch [24/100], MSELoss:408.6205\n",
      "[INFO    14:43:20]  [BaseTrainer]  Epoch [25/100], MSELoss:399.2679\n",
      "[INFO    14:43:20]  [BaseTrainer]  Epoch [26/100], MSELoss:390.5936\n",
      "[INFO    14:43:21]  [BaseTrainer]  Epoch [27/100], MSELoss:392.1219\n",
      "[INFO    14:43:21]  [BaseTrainer]  Epoch [28/100], MSELoss:392.4741\n",
      "[INFO    14:43:21]  [BaseTrainer]  Epoch [29/100], MSELoss:390.2147\n",
      "[INFO    14:43:21]  [BaseTrainer]  Epoch [30/100], MSELoss:392.6141\n",
      "[INFO    14:43:21]  [BaseTrainer]  Epoch [31/100], MSELoss:385.6934\n",
      "[INFO    14:43:22]  [BaseTrainer]  Epoch [32/100], MSELoss:388.2745\n",
      "[INFO    14:43:22]  [BaseTrainer]  Epoch [33/100], MSELoss:388.5217\n",
      "[INFO    14:43:22]  [BaseTrainer]  Epoch [34/100], MSELoss:385.2872\n",
      "[INFO    14:43:22]  [BaseTrainer]  Epoch [35/100], MSELoss:380.8398\n",
      "[INFO    14:43:22]  [BaseTrainer]  Epoch [36/100], MSELoss:380.8841\n",
      "[INFO    14:43:22]  [BaseTrainer]  Epoch [37/100], MSELoss:384.5446\n",
      "[INFO    14:43:23]  [BaseTrainer]  Epoch [38/100], MSELoss:383.6774\n",
      "[INFO    14:43:23]  [BaseTrainer]  Epoch [39/100], MSELoss:384.8209\n",
      "[INFO    14:43:23]  [BaseTrainer]  Epoch [40/100], MSELoss:394.2952\n",
      "[INFO    14:43:23]  [BaseTrainer]  Epoch [41/100], MSELoss:386.6813\n",
      "[INFO    14:43:23]  [BaseTrainer]  Epoch [42/100], MSELoss:378.7673\n",
      "[INFO    14:43:23]  [BaseTrainer]  Epoch [43/100], MSELoss:380.4980\n",
      "[INFO    14:43:24]  [BaseTrainer]  Epoch [44/100], MSELoss:382.6490\n",
      "[INFO    14:43:24]  [BaseTrainer]  Epoch [45/100], MSELoss:389.8059\n",
      "[INFO    14:43:24]  [BaseTrainer]  Epoch [46/100], MSELoss:385.3939\n",
      "[INFO    14:43:24]  [BaseTrainer]  Epoch [47/100], MSELoss:385.2739\n",
      "[INFO    14:43:24]  [BaseTrainer]  Epoch [48/100], MSELoss:388.6139\n",
      "[INFO    14:43:25]  [BaseTrainer]  Epoch [49/100], MSELoss:382.4922\n",
      "[INFO    14:43:25]  [BaseTrainer]  Epoch [50/100], MSELoss:385.0422\n",
      "[INFO    14:43:25]  [BaseTrainer]  Epoch [51/100], MSELoss:376.3966\n",
      "[INFO    14:43:25]  [BaseTrainer]  Epoch [52/100], MSELoss:376.2075\n",
      "[INFO    14:43:25]  [BaseTrainer]  Epoch [53/100], MSELoss:390.4930\n",
      "[INFO    14:43:26]  [BaseTrainer]  Epoch [54/100], MSELoss:376.9458\n",
      "[INFO    14:43:26]  [BaseTrainer]  Epoch [55/100], MSELoss:375.7938\n",
      "[INFO    14:43:26]  [BaseTrainer]  Epoch [56/100], MSELoss:376.2638\n",
      "[INFO    14:43:26]  [BaseTrainer]  Epoch [57/100], MSELoss:374.6626\n",
      "[INFO    14:43:26]  [BaseTrainer]  Epoch [58/100], MSELoss:374.9573\n",
      "[INFO    14:43:26]  [BaseTrainer]  Epoch [59/100], MSELoss:379.9164\n",
      "[INFO    14:43:27]  [BaseTrainer]  Epoch [60/100], MSELoss:375.9662\n",
      "[INFO    14:43:27]  [BaseTrainer]  Epoch [61/100], MSELoss:375.4891\n",
      "[INFO    14:43:27]  [BaseTrainer]  Epoch [62/100], MSELoss:369.9719\n",
      "[INFO    14:43:27]  [BaseTrainer]  Epoch [63/100], MSELoss:370.4541\n",
      "[INFO    14:43:27]  [BaseTrainer]  Epoch [64/100], MSELoss:376.8046\n",
      "[INFO    14:43:28]  [BaseTrainer]  Epoch [65/100], MSELoss:370.1203\n",
      "[INFO    14:43:28]  [BaseTrainer]  Epoch [66/100], MSELoss:371.4825\n",
      "[INFO    14:43:28]  [BaseTrainer]  Epoch [67/100], MSELoss:368.0677\n",
      "[INFO    14:43:28]  [BaseTrainer]  Epoch [68/100], MSELoss:367.9320\n",
      "[INFO    14:43:28]  [BaseTrainer]  Epoch [69/100], MSELoss:375.0444\n",
      "[INFO    14:43:29]  [BaseTrainer]  Epoch [70/100], MSELoss:369.1273\n",
      "[INFO    14:43:29]  [BaseTrainer]  Epoch [71/100], MSELoss:372.1453\n",
      "[INFO    14:43:29]  [BaseTrainer]  Epoch [72/100], MSELoss:373.9841\n",
      "[INFO    14:43:29]  [BaseTrainer]  Epoch [73/100], MSELoss:368.9296\n",
      "[INFO    14:43:29]  [BaseTrainer]  Epoch [74/100], MSELoss:368.6113\n",
      "[INFO    14:43:30]  [BaseTrainer]  Epoch [75/100], MSELoss:374.0194\n",
      "[INFO    14:43:30]  [BaseTrainer]  Epoch [76/100], MSELoss:365.8783\n",
      "[INFO    14:43:30]  [BaseTrainer]  Epoch [77/100], MSELoss:366.2232\n",
      "[INFO    14:43:30]  [BaseTrainer]  Epoch [78/100], MSELoss:365.3649\n",
      "[INFO    14:43:30]  [BaseTrainer]  Epoch [79/100], MSELoss:365.9763\n",
      "[INFO    14:43:30]  [BaseTrainer]  Epoch [80/100], MSELoss:373.8964\n",
      "[INFO    14:43:31]  [BaseTrainer]  Epoch [81/100], MSELoss:369.1019\n",
      "[INFO    14:43:31]  [BaseTrainer]  Epoch [82/100], MSELoss:368.9456\n",
      "[INFO    14:43:31]  [BaseTrainer]  Epoch [83/100], MSELoss:369.3984\n",
      "[INFO    14:43:31]  [BaseTrainer]  Epoch [84/100], MSELoss:370.4580\n",
      "[INFO    14:43:31]  [BaseTrainer]  Epoch [85/100], MSELoss:363.3433\n",
      "[INFO    14:43:32]  [BaseTrainer]  Epoch [86/100], MSELoss:364.1565\n",
      "[INFO    14:43:32]  [BaseTrainer]  Epoch [87/100], MSELoss:363.3388\n",
      "[INFO    14:43:32]  [BaseTrainer]  Epoch [88/100], MSELoss:365.7194\n",
      "[INFO    14:43:32]  [BaseTrainer]  Epoch [89/100], MSELoss:361.0232\n",
      "[INFO    14:43:32]  [BaseTrainer]  Epoch [90/100], MSELoss:362.1751\n",
      "[INFO    14:43:32]  [BaseTrainer]  Epoch [91/100], MSELoss:362.9350\n",
      "[INFO    14:43:33]  [BaseTrainer]  Epoch [92/100], MSELoss:361.5583\n",
      "[INFO    14:43:33]  [BaseTrainer]  Epoch [93/100], MSELoss:364.2727\n",
      "[INFO    14:43:33]  [BaseTrainer]  Epoch [94/100], MSELoss:375.4933\n",
      "[INFO    14:43:33]  [BaseTrainer]  Epoch [95/100], MSELoss:365.0985\n",
      "[INFO    14:43:33]  [BaseTrainer]  Epoch [96/100], MSELoss:361.1754\n",
      "[INFO    14:43:34]  [BaseTrainer]  Epoch [97/100], MSELoss:361.8554\n",
      "[INFO    14:43:34]  [BaseTrainer]  Epoch [98/100], MSELoss:363.2979\n",
      "[INFO    14:43:34]  [BaseTrainer]  Epoch [99/100], MSELoss:359.9897\n",
      "[INFO    14:43:34]  [BaseTrainer]  Epoch [100/100], MSELoss:361.4943\n"
     ]
    }
   ],
   "source": [
    "model = ProposedModel()\n",
    "losses = trainer.train(model, train_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 出图：训练过程的损失变化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Plotter.loss(losses)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 配置测试算法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "tester = BaseTester()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 配置评价指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "evaluator = Evaluator()\n",
    "evaluator.add(MAE(), MSE(), RMSE(), PercentError(), PHM2012Score(), PHM2008Score())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 仅测试最后一个时间窗口"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    14:43:34]  \n",
      "[Evaluator]  Evaluation of last sample:\n",
      "                    MAE        MSE     RMSE PercentError PHM2012Score PHM2008Score\n",
      "FD001_test_1     0.6895     0.4755   0.6895       -0.62%       0.9182       0.0714\n",
      "FD001_test_2    14.7811   218.4795  14.7811      -15.08%       0.1236       3.3846\n",
      "FD001_test_3     6.2267    38.7713   6.2267        9.02%       0.7314       0.6144\n",
      "FD001_test_4     3.1929    10.1943   3.1929       -3.89%       0.5829       0.3761\n",
      "FD001_test_5    17.3616   301.4268  17.3616      -19.08%       0.0710       4.6755\n",
      "FD001_test_6     2.6245     6.8880   2.6245       -2.82%       0.6762       0.3001\n",
      "FD001_test_7    13.8437   191.6475  13.8437      -15.21%       0.1214       2.9923\n",
      "FD001_test_8     6.9051    47.6803   6.9051       -7.27%       0.3651       0.9947\n",
      "FD001_test_9    10.4160   108.4935  10.4160       -9.38%       0.2723       1.8338\n",
      "FD001_test_10    7.4050    54.8333   7.4050        7.71%       0.7654       0.7676\n",
      "FD001_test_11   13.2405   175.3115  13.2405       13.65%       0.6231       1.7690\n",
      "FD001_test_12   20.0232   400.9298  20.0232       16.15%       0.5714       3.6657\n",
      "FD001_test_13    8.4671    71.6917   8.4671       -8.91%       0.2907       1.3320\n",
      "FD001_test_14    4.5839    21.0118   4.5839        4.28%       0.8620       0.4228\n",
      "FD001_test_15   25.5413   652.3567  25.5413      -30.77%       0.0140      11.8601\n",
      "FD001_test_16   20.4188   416.9293  20.4188      -24.31%       0.0344       6.7051\n",
      "FD001_test_17    1.1709     1.3710   1.1709        2.34%       0.9220       0.0943\n",
      "FD001_test_18   19.3904   375.9863  19.3904      -69.25%       0.0001       5.9520\n",
      "FD001_test_19   16.7348   280.0546  16.7348      -19.24%       0.0695       4.3307\n",
      "FD001_test_20    1.4927     2.2282   1.4927       -9.33%       0.2744       0.1610\n",
      "FD001_test_21   27.6441   764.1973  27.6441      -48.50%       0.0012      14.8697\n",
      "FD001_test_22   11.4263   130.5596  11.4263      -10.29%       0.2400       2.1350\n",
      "FD001_test_23    3.5498    12.6010   3.5498       -3.14%       0.6469       0.4261\n",
      "FD001_test_24    1.7157     2.9436   1.7157       -8.58%       0.3045       0.1872\n",
      "FD001_test_25    5.8441    34.1532   5.8441        4.50%       0.8557       0.5676\n",
      "FD001_test_26    7.9449    63.1211   7.9449        6.68%       0.7934       0.8425\n",
      "FD001_test_27   18.7007   349.7150  18.7007      -28.33%       0.0197       5.4887\n",
      "FD001_test_28   18.6206   346.7264  18.6206      -19.20%       0.0699       5.4370\n",
      "FD001_test_29    0.5004     0.2504   0.5004       -0.56%       0.9258       0.0513\n",
      "FD001_test_30   40.1461  1611.7102  40.1461       34.91%       0.2982      20.9367\n",
      "FD001_test_31    8.9284    79.7171   8.9284     -111.61%       0.0000       1.4421\n",
      "FD001_test_32   18.6140   346.4826  18.6140      -38.78%       0.0046       5.4328\n",
      "FD001_test_33   14.0793   198.2263  14.0793       13.28%       0.6311       1.9536\n",
      "FD001_test_34    0.1838     0.0338   0.1838       -2.63%       0.6949       0.0186\n",
      "FD001_test_35    3.3255    11.0586   3.3255      -30.23%       0.0151       0.3945\n",
      "FD001_test_36    0.1753     0.0307   0.1753       -0.92%       0.8799       0.0177\n",
      "FD001_test_37    7.9725    63.5612   7.9725      -37.96%       0.0052       1.2194\n",
      "FD001_test_38   18.9398   358.7159  18.9398      -37.88%       0.0052       5.6458\n",
      "FD001_test_39   16.3493   267.2997  16.3493       12.58%       0.6467       2.5171\n",
      "FD001_test_40    8.0714    65.1477   8.0714       28.83%       0.3682       0.8606\n",
      "FD001_test_41   15.7681   248.6328  15.7681      -87.60%       0.0000       3.8395\n",
      "FD001_test_42    1.5056     2.2668   1.5056       15.06%       0.5935       0.1228\n",
      "FD001_test_43    9.8732    97.4808   9.8732      -16.73%       0.0983       1.6840\n",
      "FD001_test_44    2.8652     8.2096   2.8652       -2.63%       0.6946       0.3318\n",
      "FD001_test_45   44.4743  1977.9590  44.4743       39.01%       0.2587      29.6029\n",
      "FD001_test_46    0.9078     0.8241   0.9078       -1.93%       0.7651       0.0950\n",
      "FD001_test_47    8.0938    65.5100   8.0938        6.23%       0.8059       0.8638\n",
      "FD001_test_48   17.1679   294.7381  17.1679      -18.66%       0.0753       4.5667\n",
      "FD001_test_49   10.5338   110.9606  10.5338       50.16%       0.1758       1.2486\n",
      "FD001_test_50   27.3447   747.7349  27.3447      -34.61%       0.0082      14.4016\n",
      "FD001_test_51    3.4624    11.9881   3.4624       -3.04%       0.6564       0.4137\n",
      "FD001_test_52   11.4506   131.1158  11.4506      -39.48%       0.0042       2.1426\n",
      "FD001_test_53    6.7187    45.1405   6.7187      -25.84%       0.0278       0.9579\n",
      "FD001_test_54   27.4396   752.9294  27.4396      -28.29%       0.0198      14.5484\n",
      "FD001_test_55    5.9210    35.0584   5.9210        4.55%       0.8540       0.5769\n",
      "FD001_test_56    4.6522    21.6431   4.6522       31.01%       0.3413       0.4303\n",
      "FD001_test_57   13.5983   184.9145  13.5983      -13.20%       0.1604       2.8955\n",
      "FD001_test_58   25.8075   666.0294  25.8075      -69.75%       0.0001      12.2071\n",
      "FD001_test_59    4.2568    18.1199   4.2568       -3.73%       0.5959       0.5306\n",
      "FD001_test_60    9.1925    84.5023   9.1925       -9.19%       0.2796       1.5074\n",
      "FD001_test_61    7.2007    51.8500   7.2007      -34.29%       0.0086       1.0546\n",
      "FD001_test_62   14.5984   213.1123  14.5984      -27.03%       0.0236       3.3053\n",
      "FD001_test_63   13.1407   172.6770  13.1407      -18.25%       0.0796       2.7213\n",
      "FD001_test_64    1.8566     3.4469   1.8566       -6.63%       0.3988       0.2040\n",
      "FD001_test_65    7.6292    58.2050   7.6292        5.96%       0.8134       0.7983\n",
      "FD001_test_66    7.4233    55.1046   7.4233      -53.02%       0.0006       1.1008\n",
      "FD001_test_67   32.1526  1033.7899  32.1526      -41.76%       0.0031      23.9098\n",
      "FD001_test_68    1.0296     1.0601   1.0296      -12.87%       0.1679       0.1084\n",
      "FD001_test_69    1.9706     3.8833   1.9706       -1.63%       0.7979       0.2178\n",
      "FD001_test_70   14.7086   216.3437  14.7086      -15.65%       0.1143       3.3530\n",
      "FD001_test_71   11.5716   133.9009  11.5716        9.81%       0.7119       1.4354\n",
      "FD001_test_72   47.8893  2293.3834  47.8893      -95.78%       0.0000     119.1725\n",
      "FD001_test_73   15.2118   231.3986  15.2118       11.70%       0.6666       2.2224\n",
      "FD001_test_74   63.2981  4006.6557  63.2981       50.24%       0.1753     129.2022\n",
      "FD001_test_75    1.7337     3.0058   1.7337       -1.53%       0.8084       0.1893\n",
      "FD001_test_76    1.4898     2.2196   1.4898      -14.90%       0.1268       0.1607\n",
      "FD001_test_77   15.9179   253.3793  15.9179      -46.82%       0.0015       3.9125\n",
      "FD001_test_78   17.9686   322.8705  17.9686      -16.79%       0.0975       5.0307\n",
      "FD001_test_79   41.6151  1731.8150  41.6151      -66.06%       0.0001      63.1682\n",
      "FD001_test_80   18.3020   334.9619  18.3020      -20.34%       0.0597       5.2351\n",
      "FD001_test_81    3.0969     9.5907   3.0969      -38.71%       0.0047       0.3630\n",
      "FD001_test_82    9.1983    84.6080   9.1983     -102.20%       0.0000       1.5089\n",
      "FD001_test_83    9.5030    90.3078   9.5030        7.31%       0.7762       1.0772\n",
      "FD001_test_84   30.0868   905.2183  30.0868      -51.87%       0.0008      19.2607\n",
      "FD001_test_85    5.7938    33.5685   5.7938       -4.91%       0.5063       0.7849\n",
      "FD001_test_86    3.6293    13.1717   3.6293        4.08%       0.8682       0.3220\n",
      "FD001_test_87    2.3962     5.7417   2.3962       -2.07%       0.7510       0.2708\n",
      "FD001_test_88    2.3231     5.3967   2.3231       -2.02%       0.7558       0.2615\n",
      "FD001_test_89   13.0280   169.7286  13.0280       10.02%       0.7066       1.7241\n",
      "FD001_test_90   31.4607   989.7745  31.4607     -112.36%       0.0000      22.2445\n",
      "FD001_test_91   19.8636   394.5643  19.8636       52.27%       0.1634       3.6088\n",
      "FD001_test_92    1.3943     1.9440   1.3943       -6.97%       0.3804       0.1496\n",
      "FD001_test_93   42.4573  1802.6219  42.4573       49.95%       0.1771      25.2049\n",
      "FD001_test_94   10.7171   114.8569  10.7171      -19.49%       0.0671       1.9204\n",
      "FD001_test_95   12.9042   166.5187  12.9042       10.08%       0.7051       1.6983\n",
      "FD001_test_96    6.4653    41.8006   6.4653        4.97%       0.8417       0.6443\n",
      "FD001_test_97   17.5714   308.7542  17.5714      -21.43%       0.0513       4.7958\n",
      "FD001_test_98   48.0002  2304.0205  48.0002      -81.36%       0.0000     120.5130\n",
      "FD001_test_99    7.6527    58.5639   7.6527       -6.54%       0.4038       1.1496\n",
      "FD001_test_100   0.1520     0.0231   0.1520        0.76%       0.9740       0.0118\n",
      "mean(global)    13.1268   322.1261  17.9479       -6.15%       0.3530     789.7309\n",
      "mean(group)     13.1268   322.1261  13.1268      -13.75%       0.3530       7.8973\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MAE</th>\n",
       "      <th>MSE</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>PercentError</th>\n",
       "      <th>PHM2012Score</th>\n",
       "      <th>PHM2008Score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>FD001_test_1</th>\n",
       "      <td>0.6895</td>\n",
       "      <td>0.4755</td>\n",
       "      <td>0.6895</td>\n",
       "      <td>-0.62%</td>\n",
       "      <td>0.9182</td>\n",
       "      <td>0.0714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FD001_test_2</th>\n",
       "      <td>14.7811</td>\n",
       "      <td>218.4795</td>\n",
       "      <td>14.7811</td>\n",
       "      <td>-15.08%</td>\n",
       "      <td>0.1236</td>\n",
       "      <td>3.3846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FD001_test_3</th>\n",
       "      <td>6.2267</td>\n",
       "      <td>38.7713</td>\n",
       "      <td>6.2267</td>\n",
       "      <td>9.02%</td>\n",
       "      <td>0.7314</td>\n",
       "      <td>0.6144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FD001_test_4</th>\n",
       "      <td>3.1929</td>\n",
       "      <td>10.1943</td>\n",
       "      <td>3.1929</td>\n",
       "      <td>-3.89%</td>\n",
       "      <td>0.5829</td>\n",
       "      <td>0.3761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FD001_test_5</th>\n",
       "      <td>17.3616</td>\n",
       "      <td>301.4268</td>\n",
       "      <td>17.3616</td>\n",
       "      <td>-19.08%</td>\n",
       "      <td>0.0710</td>\n",
       "      <td>4.6755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FD001_test_98</th>\n",
       "      <td>48.0002</td>\n",
       "      <td>2304.0205</td>\n",
       "      <td>48.0002</td>\n",
       "      <td>-81.36%</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>120.5130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FD001_test_99</th>\n",
       "      <td>7.6527</td>\n",
       "      <td>58.5639</td>\n",
       "      <td>7.6527</td>\n",
       "      <td>-6.54%</td>\n",
       "      <td>0.4038</td>\n",
       "      <td>1.1496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FD001_test_100</th>\n",
       "      <td>0.1520</td>\n",
       "      <td>0.0231</td>\n",
       "      <td>0.1520</td>\n",
       "      <td>0.76%</td>\n",
       "      <td>0.9740</td>\n",
       "      <td>0.0118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean(global)</th>\n",
       "      <td>13.1268</td>\n",
       "      <td>322.1261</td>\n",
       "      <td>17.9479</td>\n",
       "      <td>-6.15%</td>\n",
       "      <td>0.3530</td>\n",
       "      <td>789.7309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean(group)</th>\n",
       "      <td>13.1268</td>\n",
       "      <td>322.1261</td>\n",
       "      <td>13.1268</td>\n",
       "      <td>-13.75%</td>\n",
       "      <td>0.3530</td>\n",
       "      <td>7.8973</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    MAE        MSE     RMSE PercentError PHM2012Score  \\\n",
       "FD001_test_1     0.6895     0.4755   0.6895       -0.62%       0.9182   \n",
       "FD001_test_2    14.7811   218.4795  14.7811      -15.08%       0.1236   \n",
       "FD001_test_3     6.2267    38.7713   6.2267        9.02%       0.7314   \n",
       "FD001_test_4     3.1929    10.1943   3.1929       -3.89%       0.5829   \n",
       "FD001_test_5    17.3616   301.4268  17.3616      -19.08%       0.0710   \n",
       "...                 ...        ...      ...          ...          ...   \n",
       "FD001_test_98   48.0002  2304.0205  48.0002      -81.36%       0.0000   \n",
       "FD001_test_99    7.6527    58.5639   7.6527       -6.54%       0.4038   \n",
       "FD001_test_100   0.1520     0.0231   0.1520        0.76%       0.9740   \n",
       "mean(global)    13.1268   322.1261  17.9479       -6.15%       0.3530   \n",
       "mean(group)     13.1268   322.1261  13.1268      -13.75%       0.3530   \n",
       "\n",
       "               PHM2008Score  \n",
       "FD001_test_1         0.0714  \n",
       "FD001_test_2         3.3846  \n",
       "FD001_test_3         0.6144  \n",
       "FD001_test_4         0.3761  \n",
       "FD001_test_5         4.6755  \n",
       "...                     ...  \n",
       "FD001_test_98      120.5130  \n",
       "FD001_test_99        1.1496  \n",
       "FD001_test_100       0.0118  \n",
       "mean(global)       789.7309  \n",
       "mean(group)          7.8973  \n",
       "\n",
       "[102 rows x 6 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_last_sample = tester.test(model, test_set_last_sample)\n",
    "evaluator(test_set_last_sample, result_last_sample, title='Evaluation of last sample')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x280 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'RUL prediction result'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plotter.rul_ascending(test_set_last_sample, result_last_sample,\n",
    "                      is_scatter=False, label_x='Test Engine ID', label_y='RUL (cycle)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "source": [
    "## 测试所有时间窗口"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[INFO    14:43:35]  \n",
      "[Evaluator]  Evaluation of all sample:\n",
      "                    MAE        MSE     RMSE PercentError PHM2012Score PHM2008Score\n",
      "FD001_test_1     5.5828    55.1126   7.4238       -4.96%       0.5974       1.9222\n",
      "FD001_test_2    10.7597   144.6743  12.0281       -8.06%       0.3698      45.4821\n",
      "FD001_test_3    15.8296   383.9251  19.5940        7.10%       0.5082     575.3699\n",
      "FD001_test_4    15.2107   352.4940  18.7748        4.67%       0.5297     394.3822\n",
      "FD001_test_5    15.7945   426.1564  20.6436        8.37%       0.5723     737.1741\n",
      "FD001_test_6    13.9969   304.8028  17.4586        7.22%       0.5943     332.7793\n",
      "FD001_test_7     7.4107    70.7511   8.4114        3.75%       0.7609     129.5301\n",
      "FD001_test_8    13.0505   256.1878  16.0059        9.05%       0.6773     442.4653\n",
      "FD001_test_9    10.5069   177.6720  13.3294        6.64%       0.6988      56.6966\n",
      "FD001_test_10   11.8821   192.4104  13.8712        8.49%       0.7106     334.6975\n",
      "FD001_test_11   13.4982   227.9749  15.0988        8.54%       0.6218     128.3578\n",
      "FD001_test_12   11.5735   200.8641  14.1727        8.91%       0.7501     410.4471\n",
      "FD001_test_13   11.1950   180.3398  13.4291        8.08%       0.7268     320.9478\n",
      "FD001_test_14    6.8127    79.8277   8.9346        4.46%       0.7641      15.6646\n",
      "FD001_test_15   15.3014   347.8428  18.6505      -13.05%       0.3328     328.1515\n",
      "FD001_test_16   10.2383   159.3455  12.6232       -2.63%       0.5765     231.9096\n",
      "FD001_test_17    9.5239   135.0961  11.6231        6.25%       0.6769     213.9310\n",
      "FD001_test_18   26.6694  1073.5258  32.7647      -31.78%       0.1939   10601.0493\n",
      "FD001_test_19    8.2904    95.0847   9.7511        2.56%       0.7069     147.7508\n",
      "FD001_test_20   16.0379   380.9493  19.5179       -1.83%       0.3937    1143.2889\n",
      "FD001_test_21   14.9106   362.6002  19.0421       -9.03%       0.4603    1027.3841\n",
      "FD001_test_22    4.8724    34.3586   5.8616       -3.90%       0.6127       7.1525\n",
      "FD001_test_23    5.3196    30.5531   5.5275        3.49%       0.8420      53.7215\n",
      "FD001_test_24   10.0418   171.0973  13.0804       -6.41%       0.4626     520.9479\n",
      "FD001_test_25    9.9174   123.9957  11.1353        7.63%       0.7740      26.3303\n",
      "FD001_test_26   13.8945   227.9374  15.0976       10.80%       0.6966     105.5706\n",
      "FD001_test_27   12.5000   278.9942  16.7031       -6.57%       0.5177     812.2927\n",
      "FD001_test_28   11.4600   194.3388  13.9405        7.67%       0.7032     311.2961\n",
      "FD001_test_29   12.7589   209.6213  14.4783        9.10%       0.6839     311.9460\n",
      "FD001_test_30   16.5397   421.7408  20.5363       12.82%       0.6688     959.3423\n",
      "FD001_test_31   12.9781   248.0407  15.7493        2.07%       0.4499     581.0162\n",
      "FD001_test_32   13.4861   280.8461  16.7585      -10.04%       0.3994     678.4304\n",
      "FD001_test_33   15.7705   441.9802  21.0233       12.55%       0.6292     127.0986\n",
      "FD001_test_34   14.3029   380.4453  19.5050      -12.10%       0.3879    2964.7671\n",
      "FD001_test_35   14.8935   370.6679  19.2527        6.56%       0.4555    1078.6131\n",
      "FD001_test_36   14.2074   318.8974  17.8577      -11.21%       0.3092     580.8592\n",
      "FD001_test_37   37.3911  1684.3335  41.0406      -56.23%       0.0252   12969.0226\n",
      "FD001_test_38   18.7739   498.4433  22.3258        1.38%       0.3673     815.2679\n",
      "FD001_test_39    9.4011   101.8483  10.0920        7.23%       0.7820       9.1865\n",
      "FD001_test_40   13.4359   301.9802  17.3776       -3.95%       0.4164     740.9718\n",
      "FD001_test_41   41.1816  2030.2803  45.0586      -63.71%       0.0236   20863.5235\n",
      "FD001_test_42   28.8885  1248.6383  35.3361      -38.43%       0.1874   14598.0529\n",
      "FD001_test_43   15.7850   363.1761  19.0572        0.81%       0.5239    1084.3395\n",
      "FD001_test_44    6.5050    86.9878   9.3267        3.16%       0.7577      26.2621\n",
      "FD001_test_45   28.6805   989.4745  31.4559       22.25%       0.4889    1864.1741\n",
      "FD001_test_46   15.0414   372.7299  19.3062       11.08%       0.5679     675.5374\n",
      "FD001_test_47   23.4816   810.1444  28.4630       18.06%       0.5753     987.2763\n",
      "FD001_test_48   11.3975   173.0649  13.1554       -0.42%       0.5142     114.4313\n",
      "FD001_test_49   11.5929   206.3180  14.3638        4.30%       0.6199     992.9375\n",
      "FD001_test_50   13.0721   271.4703  16.4764      -11.80%       0.3618     255.0615\n",
      "FD001_test_51   14.1161   298.3951  17.2741       10.89%       0.7017     561.8523\n",
      "FD001_test_52   16.0263   434.4240  20.8428      -12.32%       0.4166    1921.5339\n",
      "FD001_test_53   16.5167   387.6013  19.6876       -9.33%       0.3377    1221.6594\n",
      "FD001_test_54    7.3844    84.8839   9.2132       -0.44%       0.6971     135.6205\n",
      "FD001_test_55   14.3447   247.1331  15.7205       11.03%       0.6920     204.1275\n",
      "FD001_test_56   11.0697   204.4646  14.2991       -2.11%       0.4132     351.7414\n",
      "FD001_test_57   14.4801   293.5247  17.1326       10.86%       0.6754     456.9625\n",
      "FD001_test_58   17.0124   472.9442  21.7473       -7.80%       0.4509    2554.4727\n",
      "FD001_test_59    5.1574    28.8391   5.3702        3.18%       0.8378      33.6216\n",
      "FD001_test_60   15.5076   333.7711  18.2694       11.68%       0.6565     469.5938\n",
      "FD001_test_61   17.6400   470.7757  21.6974      -17.56%       0.2961    1893.0188\n",
      "FD001_test_62    6.7804    71.3844   8.4489        1.62%       0.7339     267.7530\n",
      "FD001_test_63   14.4606   301.4053  17.3610        6.97%       0.5867     498.9902\n",
      "FD001_test_64   18.4779   502.8541  22.4244       -7.73%       0.3814    2467.6524\n",
      "FD001_test_65    5.9922    38.3428   6.1922        4.61%       0.8530      25.1431\n",
      "FD001_test_66   10.7212   196.7348  14.0262       -7.07%       0.3632     401.8239\n",
      "FD001_test_67   18.7051   485.4128  22.0321      -16.08%       0.2704     468.1218\n",
      "FD001_test_68   17.2441   445.5819  21.1088       -9.56%       0.3235    2209.7214\n",
      "FD001_test_69   11.9235   229.1268  15.1369        9.18%       0.7403      62.2311\n",
      "FD001_test_70   13.3087   249.8592  15.8069        8.56%       0.6598     387.4679\n",
      "FD001_test_71   15.4304   282.6080  16.8109       12.02%       0.6678     107.0115\n",
      "FD001_test_72   18.1973   486.1905  22.0497       -9.28%       0.3756    1455.9805\n",
      "FD001_test_73    8.2067    86.5222   9.3017        6.31%       0.8085      85.5542\n",
      "FD001_test_74   18.7902   432.0048  20.7847       14.46%       0.6207     575.6377\n",
      "FD001_test_75   15.2571   303.5942  17.4240       11.82%       0.6719     178.5879\n",
      "FD001_test_76    9.3176   153.1219  12.3742       -4.08%       0.4966     546.6483\n",
      "FD001_test_77   19.0472   583.5529  24.1568      -11.28%       0.4001    3896.5296\n",
      "FD001_test_78    6.5239    60.6550   7.7881       -1.08%       0.6792      44.8217\n",
      "FD001_test_79   21.7302   690.1184  26.2701      -16.85%       0.2980    1745.0408\n",
      "FD001_test_80   16.9454   389.5462  19.7369       12.73%       0.6121     471.3434\n",
      "FD001_test_81   13.3883   267.5240  16.3562        7.21%       0.4721     603.9986\n",
      "FD001_test_82   21.1924   695.7140  26.3764      -18.86%       0.2577    5225.2401\n",
      "FD001_test_83   17.2290   373.9942  19.3389       13.25%       0.6482     171.5550\n",
      "FD001_test_84   15.8488   351.4323  18.7465        5.36%       0.5232     884.3885\n",
      "FD001_test_85    7.3969    67.7262   8.2296        3.63%       0.7170       4.4479\n",
      "FD001_test_86   14.1960   292.6353  17.1066        7.46%       0.6034     320.9380\n",
      "FD001_test_87    6.1731    50.2566   7.0892        4.59%       0.8350      18.2028\n",
      "FD001_test_88   16.0026   395.2002  19.8796       12.37%       0.6651     212.7107\n",
      "FD001_test_89   11.7979   179.6699  13.4041        9.08%       0.7398     282.9289\n",
      "FD001_test_90   17.4390   466.5426  21.5996      -12.27%       0.3226    1623.0395\n",
      "FD001_test_91   27.4516   960.3748  30.9899       25.10%       0.4364    3984.2828\n",
      "FD001_test_92   12.6969   251.3029  15.8525       -3.72%       0.3846     592.8320\n",
      "FD001_test_93   35.0039  1469.6898  38.3365       27.96%       0.4121    6822.3133\n",
      "FD001_test_94   15.1218   340.9223  18.4641        4.86%       0.5167     523.0384\n",
      "FD001_test_95    9.6918   111.0039  10.5358        7.46%       0.7766      74.3815\n",
      "FD001_test_96    8.3134    79.9261   8.9401        6.39%       0.8042      65.6992\n",
      "FD001_test_97   12.3048   194.1102  13.9323        6.75%       0.6393     224.7432\n",
      "FD001_test_98   18.0092   462.0713  21.4958       -2.64%       0.4076    1054.0671\n",
      "FD001_test_99    4.8026    24.6381   4.9637        3.10%       0.8544      31.8528\n",
      "FD001_test_100  10.1735   162.7864  12.7588       -2.15%       0.5333     450.6575\n",
      "mean(global)    15.1480   384.9849  19.6210        2.27%       0.5293  131606.3934\n",
      "mean(group)     15.1480   384.9849  18.2166        0.48%       0.5293    1599.0428\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MAE</th>\n",
       "      <th>MSE</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>PercentError</th>\n",
       "      <th>PHM2012Score</th>\n",
       "      <th>PHM2008Score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>FD001_test_1</th>\n",
       "      <td>5.5828</td>\n",
       "      <td>55.1126</td>\n",
       "      <td>7.4238</td>\n",
       "      <td>-4.96%</td>\n",
       "      <td>0.5974</td>\n",
       "      <td>1.9222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FD001_test_2</th>\n",
       "      <td>10.7597</td>\n",
       "      <td>144.6743</td>\n",
       "      <td>12.0281</td>\n",
       "      <td>-8.06%</td>\n",
       "      <td>0.3698</td>\n",
       "      <td>45.4821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FD001_test_3</th>\n",
       "      <td>15.8296</td>\n",
       "      <td>383.9251</td>\n",
       "      <td>19.5940</td>\n",
       "      <td>7.10%</td>\n",
       "      <td>0.5082</td>\n",
       "      <td>575.3699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FD001_test_4</th>\n",
       "      <td>15.2107</td>\n",
       "      <td>352.4940</td>\n",
       "      <td>18.7748</td>\n",
       "      <td>4.67%</td>\n",
       "      <td>0.5297</td>\n",
       "      <td>394.3822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FD001_test_5</th>\n",
       "      <td>15.7945</td>\n",
       "      <td>426.1564</td>\n",
       "      <td>20.6436</td>\n",
       "      <td>8.37%</td>\n",
       "      <td>0.5723</td>\n",
       "      <td>737.1741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FD001_test_98</th>\n",
       "      <td>18.0092</td>\n",
       "      <td>462.0713</td>\n",
       "      <td>21.4958</td>\n",
       "      <td>-2.64%</td>\n",
       "      <td>0.4076</td>\n",
       "      <td>1054.0671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FD001_test_99</th>\n",
       "      <td>4.8026</td>\n",
       "      <td>24.6381</td>\n",
       "      <td>4.9637</td>\n",
       "      <td>3.10%</td>\n",
       "      <td>0.8544</td>\n",
       "      <td>31.8528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FD001_test_100</th>\n",
       "      <td>10.1735</td>\n",
       "      <td>162.7864</td>\n",
       "      <td>12.7588</td>\n",
       "      <td>-2.15%</td>\n",
       "      <td>0.5333</td>\n",
       "      <td>450.6575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean(global)</th>\n",
       "      <td>15.1480</td>\n",
       "      <td>384.9849</td>\n",
       "      <td>19.6210</td>\n",
       "      <td>2.27%</td>\n",
       "      <td>0.5293</td>\n",
       "      <td>131606.3934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean(group)</th>\n",
       "      <td>15.1480</td>\n",
       "      <td>384.9849</td>\n",
       "      <td>18.2166</td>\n",
       "      <td>0.48%</td>\n",
       "      <td>0.5293</td>\n",
       "      <td>1599.0428</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    MAE       MSE     RMSE PercentError PHM2012Score  \\\n",
       "FD001_test_1     5.5828   55.1126   7.4238       -4.96%       0.5974   \n",
       "FD001_test_2    10.7597  144.6743  12.0281       -8.06%       0.3698   \n",
       "FD001_test_3    15.8296  383.9251  19.5940        7.10%       0.5082   \n",
       "FD001_test_4    15.2107  352.4940  18.7748        4.67%       0.5297   \n",
       "FD001_test_5    15.7945  426.1564  20.6436        8.37%       0.5723   \n",
       "...                 ...       ...      ...          ...          ...   \n",
       "FD001_test_98   18.0092  462.0713  21.4958       -2.64%       0.4076   \n",
       "FD001_test_99    4.8026   24.6381   4.9637        3.10%       0.8544   \n",
       "FD001_test_100  10.1735  162.7864  12.7588       -2.15%       0.5333   \n",
       "mean(global)    15.1480  384.9849  19.6210        2.27%       0.5293   \n",
       "mean(group)     15.1480  384.9849  18.2166        0.48%       0.5293   \n",
       "\n",
       "               PHM2008Score  \n",
       "FD001_test_1         1.9222  \n",
       "FD001_test_2        45.4821  \n",
       "FD001_test_3       575.3699  \n",
       "FD001_test_4       394.3822  \n",
       "FD001_test_5       737.1741  \n",
       "...                     ...  \n",
       "FD001_test_98     1054.0671  \n",
       "FD001_test_99       31.8528  \n",
       "FD001_test_100     450.6575  \n",
       "mean(global)    131606.3934  \n",
       "mean(group)       1599.0428  \n",
       "\n",
       "[102 rows x 6 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_all_sample = tester.test(model, test_set_all_sample)\n",
    "evaluator(test_set_all_sample, result_all_sample, title='Evaluation of all sample')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x960 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'default'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plotter.reset()\n",
    "Plotter.DPI = 20 #避免notebook太大\n",
    "Plotter.rul_end2end(test_set_all_sample, result_all_sample,\n",
    "                    is_scatter=False, label_x='Time (cycle)', label_y='RUL (cycle)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 仅绘图某个发动机预测结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 350x240 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'default'"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plotter.reset()\n",
    "Plotter.DPI = 50\n",
    "Plotter.rul_end2end(test_set_all_sample.get('FD001_test_76'), result_all_sample.get('FD001_test_76'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
